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+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "iYlfU09rAzaI"
+   },
+   "source": [
+    "# WELCOME!"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "E5TMW6XaAzaJ"
+   },
+   "source": [
+    "Welcome to **\"Bike Demand Visualization Project\"**. As you know recently, free or affordable access to bicycles has been provided for short-distance trips in an urban area as an alternative to motorized public transport or private vehicles. Thus, it is aimed to reduce traffic congestion, noise and air pollution.  \n",
+    "\n",
+    "The aim of this project is to reveal the current patterns in the data by showing the historical data of London bike shares with visualization tools.\n",
+    "\n",
+    "This will allow us to X-ray the data as part of the EDA process before setting up a machine learning model.\n",
+    "\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "0TZZ3Vc-AzaJ"
+   },
+   "source": [
+    "---\n",
+    "---\n",
+    "\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "mN0CH7VfAzaK"
+   },
+   "source": [
+    "# #Determines\n",
+    "\n",
+    "\n",
+    "\n",
+    "#### Features\n",
+    "\n",
+    "- timestamp - timestamp field for grouping the data\n",
+    "- cnt - the count of a new bike shares\n",
+    "- t1 - real temperature in C\n",
+    "- t2 - temperature in C “feels like”\n",
+    "- hum - humidity in percentage\n",
+    "- wind_speed - wind speed in km/h\n",
+    "- weather_code - category of the weather\n",
+    "- is_holiday - boolean field - 1 holiday / 0 non holiday\n",
+    "- is_weekend - boolean field - 1 if the day is weekend\n",
+    "- season - category field meteorological seasons: 0-spring ; 1-summer; 2-fall; 3-winter.\n",
+    "\n",
+    "**\"weather_code\" category description:**\n",
+    "* 1 = Clear ; mostly clear but have some values with haze/fog/patches of fog/ fog in vicinity \n",
+    "* 2 = scattered clouds / few clouds \n",
+    "* 3 = Broken clouds \n",
+    "* 4 = Cloudy \n",
+    "* 7 = Rain/ light Rain shower/ Light rain \n",
+    "* 10 = rain with thunderstorm \n",
+    "* 26 = snowfall \n",
+    "* 94 = Freezing Fog\n",
+    "---\n",
+    "\n",
+    "Initially, the task of discovering data will be waiting for you as always. Recognize features, detect missing values, outliers etc.  Review the data from various angles in different time breakdowns. For example, visualize the distribution of bike shares by day of the week. With this graph, you will be able to easily observe and make inferences how people's behavior changes daily. Likewise, you can make hourly, monthly, seasonally etc. analyzes. In addition, you can analyze correlation of variables with a heatmap.  \n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "K9eNE2ugAzaK"
+   },
+   "source": [
+    "# Tasks\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "uSlEdW1A20Io"
+   },
+   "source": [
+    "### 1.Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {
+    "id": "GL3nsXNYAzaL"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pandas.plotting import register_matplotlib_converters\n",
+    "from pylab import rcParams\n",
+    "sns.set_style(\"darkgrid\")\n",
+    "import math\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# variables\n",
+    "season_list = {\n",
+    "    0:'Spring',\n",
+    "    1:'Summer',\n",
+    "    3:'Fall',\n",
+    "    4:'Winter'\n",
+    "}\n",
+    "\n",
+    "weather_list = {\n",
+    "    1:'Clear',\n",
+    "    2:'Scattered Clouds',\n",
+    "    3:'Broken Clouds',\n",
+    "    4:'Cloudy',\n",
+    "    7:'Rain/ light Rain shower/ Light rain ',\n",
+    "    10:'Rrain with thunderstorm ',\n",
+    "    26:'Snowfall ',\n",
+    "    94:'Freezing Fog'    \n",
+    "}\n",
+    "\n",
+    "is_weekend = {\n",
+    "    0:'weekday',\n",
+    "    1:'weekend'\n",
+    "}\n",
+    "\n",
+    "is_holiday = {\n",
+    "    0:'non holiday',\n",
+    "    1:'holiday'\n",
+    "}"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "eppisf6o20Ip"
+   },
+   "source": [
+    "### Read dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {
+    "id": "BtAf43Va20Iq"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>timestamp</th>\n",
+       "      <th>cnt</th>\n",
+       "      <th>t1</th>\n",
+       "      <th>t2</th>\n",
+       "      <th>hum</th>\n",
+       "      <th>wind_speed</th>\n",
+       "      <th>weather_code</th>\n",
+       "      <th>is_holiday</th>\n",
+       "      <th>is_weekend</th>\n",
+       "      <th>season</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2015-01-04 00:00:00</td>\n",
+       "      <td>182</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2015-01-04 01:00:00</td>\n",
+       "      <td>138</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2015-01-04 02:00:00</td>\n",
+       "      <td>134</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>96.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2015-01-04 03:00:00</td>\n",
+       "      <td>72</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2015-01-04 04:00:00</td>\n",
+       "      <td>47</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             timestamp  cnt   t1   t2    hum  wind_speed  weather_code   \n",
+       "0  2015-01-04 00:00:00  182  3.0  2.0   93.0         6.0           3.0  \\\n",
+       "1  2015-01-04 01:00:00  138  3.0  2.5   93.0         5.0           1.0   \n",
+       "2  2015-01-04 02:00:00  134  2.5  2.5   96.5         0.0           1.0   \n",
+       "3  2015-01-04 03:00:00   72  2.0  2.0  100.0         0.0           1.0   \n",
+       "4  2015-01-04 04:00:00   47  2.0  0.0   93.0         6.5           1.0   \n",
+       "\n",
+       "   is_holiday  is_weekend  season  \n",
+       "0         0.0         1.0     3.0  \n",
+       "1         0.0         1.0     3.0  \n",
+       "2         0.0         1.0     3.0  \n",
+       "3         0.0         1.0     3.0  \n",
+       "4         0.0         1.0     3.0  "
+      ]
+     },
+     "execution_count": 160,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('store_sharing.csv')\n",
+    "\n",
+    "df.head()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "VjheHYF220Iq"
+   },
+   "source": [
+    "### 2.Check missing values and if there are any dublicate rows or not."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {
+    "id": "Su1S3Ejc20Ir"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "timestamp       0\n",
+       "cnt             0\n",
+       "t1              0\n",
+       "t2              0\n",
+       "hum             0\n",
+       "wind_speed      0\n",
+       "weather_code    0\n",
+       "is_holiday      0\n",
+       "is_weekend      0\n",
+       "season          0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 161,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check the missing values\n",
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {
+    "id": "taPyMUnj20Ir"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 162,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check the duplicated rows\n",
+    "df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 17414 entries, 0 to 17413\n",
+      "Data columns (total 10 columns):\n",
+      " #   Column        Non-Null Count  Dtype  \n",
+      "---  ------        --------------  -----  \n",
+      " 0   timestamp     17414 non-null  object \n",
+      " 1   cnt           17414 non-null  int64  \n",
+      " 2   t1            17414 non-null  float64\n",
+      " 3   t2            17414 non-null  float64\n",
+      " 4   hum           17414 non-null  float64\n",
+      " 5   wind_speed    17414 non-null  float64\n",
+      " 6   weather_code  17414 non-null  float64\n",
+      " 7   is_holiday    17414 non-null  float64\n",
+      " 8   is_weekend    17414 non-null  float64\n",
+      " 9   season        17414 non-null  float64\n",
+      "dtypes: float64(8), int64(1), object(1)\n",
+      "memory usage: 1.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "yMowtQqH20Ir"
+   },
+   "source": [
+    "### 3.Plot the distribution of various discrete features on (Season, holiday, weekend and weathercode)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {
+    "collapsed": true,
+    "id": "vw4INTSG20Is"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# season\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "\n",
+    "sns.countplot(x='season', data=df);\n",
+    "\n",
+    "for p in ax.patches:\n",
+    "   ax.annotate((p.get_height()), (p.get_x()+0.3, p.get_height()+20));\n",
+    "\n",
+    "ax.set_xticklabels(season_list.values(), rotation=0)\n",
+    "ax.set_title(\"Season value distribution\",size=18);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {
+    "id": "DHPG8s5920Is"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# is_holiday\n",
+    "plt.figure(figsize=(6, 4))\n",
+    "plot = sns.countplot(x='is_holiday', data=df)\n",
+    "plot.bar_label(plot.containers[0], fmt='%d')\n",
+    "plot.set_xticklabels(is_holiday.values())\n",
+    "plot.set_title(\"is_Holiday value distribution\",size=18);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {
+    "id": "MbopYVNN20Is"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# is_weekend\n",
+    "plt.figure(figsize=(6, 4))\n",
+    "plot = sns.countplot(x='is_weekend', data=df)\n",
+    "plot.bar_label(plot.containers[0], fmt='%d')\n",
+    "plot.set_xticklabels(is_weekend.values())\n",
+    "plot.set_title(\"is_weekend value distribution\",size=18);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {
+    "id": "y6x24xxV20It"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# weather_code\n",
+    "# **\"weather_code\" category description:**\n",
+    "# * 1 = Clear ; mostly clear but have some values with haze/fog/patches of fog/ fog in vicinity \n",
+    "# * 2 = scattered clouds / few clouds \n",
+    "# * 3 = Broken clouds \n",
+    "# * 4 = Cloudy \n",
+    "# * 7 = Rain/ light Rain shower/ Light rain \n",
+    "# * 10 = rain with thunderstorm \n",
+    "# * 26 = snowfall \n",
+    "# * 94 = Freezing Fog\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "sns.countplot(x='weather_code',data=df);\n",
+    "\n",
+    "for p in ax.patches:\n",
+    "   ax.annotate((p.get_height()), (p.get_x()+0.20, p.get_height()+30));\n",
+    "\n",
+    "ax.set_xticklabels(list(weather_list.values())[:-1])\n",
+    "plt.xticks(rotation=45, ha='right');\n",
+    "\n",
+    "ax.set_title(\"weather_code types distribution\",size=18);"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "0ckMDGUu20Iu"
+   },
+   "source": [
+    "### 4.Look at the data type of each variable, transform `timestamp` in type, and set it as index."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {
+    "id": "UAVtBv_420Iu"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DatetimeIndex(['2015-01-04 00:00:00', '2015-01-04 01:00:00',\n",
+       "               '2015-01-04 02:00:00', '2015-01-04 03:00:00',\n",
+       "               '2015-01-04 04:00:00', '2015-01-04 05:00:00',\n",
+       "               '2015-01-04 06:00:00', '2015-01-04 07:00:00',\n",
+       "               '2015-01-04 08:00:00', '2015-01-04 09:00:00',\n",
+       "               ...\n",
+       "               '2017-01-03 14:00:00', '2017-01-03 15:00:00',\n",
+       "               '2017-01-03 16:00:00', '2017-01-03 17:00:00',\n",
+       "               '2017-01-03 18:00:00', '2017-01-03 19:00:00',\n",
+       "               '2017-01-03 20:00:00', '2017-01-03 21:00:00',\n",
+       "               '2017-01-03 22:00:00', '2017-01-03 23:00:00'],\n",
+       "              dtype='datetime64[ns]', name='timestamp', length=17414, freq=None)"
+      ]
+     },
+     "execution_count": 168,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.set_index('timestamp',inplace=True)\n",
+    "df.index = pd.to_datetime(df.index)\n",
+    "df.index"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "ngiq2v7S20Iu"
+   },
+   "source": [
+    "### 5.Make feature engineering. Extract new columns (day of the week, day of the month, hour, month, season, year etc.)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "8VsK9Mxt20Iu"
+   },
+   "source": [
+    "- Timestamp is exactly two years. You can do feature engineering using the `year, month, day_of_month, day_of_week, hour` in the timestamp."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {
+    "id": "xnBa7KKQ20Iu"
+   },
+   "outputs": [],
+   "source": [
+    "df.insert(0,'year_month','')\n",
+    "df.insert(1,'year','')\n",
+    "df.insert(2,'month','')\n",
+    "df.insert(3,'day_of_month','')\n",
+    "df.insert(4,'day_of_week','')\n",
+    "df.insert(5,'hour','')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year_month</th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day_of_month</th>\n",
+       "      <th>day_of_week</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>cnt</th>\n",
+       "      <th>t1</th>\n",
+       "      <th>t2</th>\n",
+       "      <th>hum</th>\n",
+       "      <th>wind_speed</th>\n",
+       "      <th>weather_code</th>\n",
+       "      <th>is_holiday</th>\n",
+       "      <th>is_weekend</th>\n",
+       "      <th>season</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2015-01-04 00:00:00</th>\n",
+       "      <td>2015-01</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>182</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-01-04 01:00:00</th>\n",
+       "      <td>2015-01</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>138</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-01-04 02:00:00</th>\n",
+       "      <td>2015-01</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>134</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>96.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-01-04 03:00:00</th>\n",
+       "      <td>2015-01</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-01-04 04:00:00</th>\n",
+       "      <td>2015-01</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>47</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-03 19:00:00</th>\n",
+       "      <td>2017-01</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19</td>\n",
+       "      <td>1042</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-03 20:00:00</th>\n",
+       "      <td>2017-01</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20</td>\n",
+       "      <td>541</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-03 21:00:00</th>\n",
+       "      <td>2017-01</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>21</td>\n",
+       "      <td>337</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>78.5</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-03 22:00:00</th>\n",
+       "      <td>2017-01</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>22</td>\n",
+       "      <td>224</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-03 23:00:00</th>\n",
+       "      <td>2017-01</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>23</td>\n",
+       "      <td>139</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17414 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    year_month  year  month  day_of_month  day_of_week  hour   \n",
+       "timestamp                                                                      \n",
+       "2015-01-04 00:00:00    2015-01  2015      1             4            6     0  \\\n",
+       "2015-01-04 01:00:00    2015-01  2015      1             4            6     1   \n",
+       "2015-01-04 02:00:00    2015-01  2015      1             4            6     2   \n",
+       "2015-01-04 03:00:00    2015-01  2015      1             4            6     3   \n",
+       "2015-01-04 04:00:00    2015-01  2015      1             4            6     4   \n",
+       "...                        ...   ...    ...           ...          ...   ...   \n",
+       "2017-01-03 19:00:00    2017-01  2017      1             3            1    19   \n",
+       "2017-01-03 20:00:00    2017-01  2017      1             3            1    20   \n",
+       "2017-01-03 21:00:00    2017-01  2017      1             3            1    21   \n",
+       "2017-01-03 22:00:00    2017-01  2017      1             3            1    22   \n",
+       "2017-01-03 23:00:00    2017-01  2017      1             3            1    23   \n",
+       "\n",
+       "                      cnt   t1   t2    hum  wind_speed  weather_code   \n",
+       "timestamp                                                              \n",
+       "2015-01-04 00:00:00   182  3.0  2.0   93.0         6.0           3.0  \\\n",
+       "2015-01-04 01:00:00   138  3.0  2.5   93.0         5.0           1.0   \n",
+       "2015-01-04 02:00:00   134  2.5  2.5   96.5         0.0           1.0   \n",
+       "2015-01-04 03:00:00    72  2.0  2.0  100.0         0.0           1.0   \n",
+       "2015-01-04 04:00:00    47  2.0  0.0   93.0         6.5           1.0   \n",
+       "...                   ...  ...  ...    ...         ...           ...   \n",
+       "2017-01-03 19:00:00  1042  5.0  1.0   81.0        19.0           3.0   \n",
+       "2017-01-03 20:00:00   541  5.0  1.0   81.0        21.0           4.0   \n",
+       "2017-01-03 21:00:00   337  5.5  1.5   78.5        24.0           4.0   \n",
+       "2017-01-03 22:00:00   224  5.5  1.5   76.0        23.0           4.0   \n",
+       "2017-01-03 23:00:00   139  5.0  1.0   76.0        22.0           2.0   \n",
+       "\n",
+       "                     is_holiday  is_weekend  season  \n",
+       "timestamp                                            \n",
+       "2015-01-04 00:00:00         0.0         1.0     3.0  \n",
+       "2015-01-04 01:00:00         0.0         1.0     3.0  \n",
+       "2015-01-04 02:00:00         0.0         1.0     3.0  \n",
+       "2015-01-04 03:00:00         0.0         1.0     3.0  \n",
+       "2015-01-04 04:00:00         0.0         1.0     3.0  \n",
+       "...                         ...         ...     ...  \n",
+       "2017-01-03 19:00:00         0.0         0.0     3.0  \n",
+       "2017-01-03 20:00:00         0.0         0.0     3.0  \n",
+       "2017-01-03 21:00:00         0.0         0.0     3.0  \n",
+       "2017-01-03 22:00:00         0.0         0.0     3.0  \n",
+       "2017-01-03 23:00:00         0.0         0.0     3.0  \n",
+       "\n",
+       "[17414 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 170,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "f = lambda x: x.strftime('%Y-%m') # strftime works with array\n",
+    "\n",
+    "df['year_month'] = f(df.index)\n",
+    "df['year'] = pd.DatetimeIndex(df.index).year\n",
+    "df['month'] = pd.DatetimeIndex(df.index).month\n",
+    "df['day_of_month'] = pd.DatetimeIndex(df.index).day\n",
+    "df['day_of_week'] = pd.DatetimeIndex(df.index).weekday\n",
+    "df['hour'] = pd.DatetimeIndex(df.index).hour\n",
+    "df"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "plpRRF8920Iv"
+   },
+   "source": [
+    "### 6.Visualize the correlation with a heatmap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {
+    "id": "T_KFvQBA20Iw"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# for all variables \n",
+    "df1 = df.loc[:, df.columns!='year_month']\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "heatmap = sns.heatmap(df1.corr(), vmin=-1, vmax=1, annot=True, cmap=\"coolwarm\")\n",
+    "heatmap.set_title('Correlation Heatmap for all variables', fontdict={'fontsize':18}, pad=12);\n",
+    "plt.savefig('heatmap.png', dpi=300, bbox_inches='tight')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "metadata": {
+    "id": "8t4Iv-Q520Iw"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Correlation Heatmap for Bike Share Count')"
+      ]
+     },
+     "execution_count": 172,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# for 'cnt'\n",
+    "cnt_cor = df1.corr()[['cnt']].sort_values(by='cnt', ascending=False)\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "heatmap = sns.heatmap(cnt_cor, vmin=-1, vmax=1, annot=True, cmap='BrBG')\n",
+    "heatmap.set_title('Correlation Heatmap for Bike Share Count',\n",
+    "                  fontdict={'fontsize': 18}, pad=12)\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "zfgbjPiW20Iw"
+   },
+   "source": [
+    "### 7.Visualize the correlation of the target variable and the other features with barplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 173,
+   "metadata": {
+    "id": "14fNdyUL20Ix"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#with pandas\n",
+    "\n",
+    "palette = sns.color_palette('magma', 16)\n",
+    "\n",
+    "ax = sns.barplot(\n",
+    "     x= cnt_cor.index, \n",
+    "     y= \"cnt\", \n",
+    "     data= cnt_cor, \n",
+    "     #hue=\"color\",\n",
+    "     palette= palette\n",
+    ")\n",
+    "\n",
+    "plt.xticks(rotation=45, ha='right');\n",
+    "\n",
+    "\n",
+    "ax.set_title('Correlation bargraph for Bike Share Count', fontdict={'fontsize':14}, pad=12);"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "gAALtK4OAzaN"
+   },
+   "source": [
+    "### 8.Plot bike shares over time using lineplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "metadata": {
+    "id": "53T6Nuor20Iy",
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 6))\n",
+    "df_resampled= df1.resample('1D').mean()\n",
+    "\n",
+    "# Plot the lineplot.\n",
+    "ax= sns.lineplot(x='timestamp', y='cnt', data=df_resampled)\n",
+    "# ax.set_title('Bike shares over time', fontdict={'fontsize':14}, pad=12);\n",
+    "plt.title('Bike Shares over Time (Downsampled)', fontdict={'fontsize':14}, pad=12)\n",
+    "plt.xlabel('Date')\n",
+    "plt.ylabel('Bike Shares')\n",
+    "\n",
+    "# Rotate x-axis labels for better visibility\n",
+    "plt.xticks(rotation=45, ha='right');\n",
+    "\n",
+    "# Display the plot\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "bl0unzOr9MWN"
+   },
+   "source": [
+    "### 9.Plot bike shares by months and year_of_month (use lineplot, pointplot, barplot)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "metadata": {
+    "id": "r37qftbg20Iy"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cnt</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>year_month</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2015-01</th>\n",
+       "      <td>546639</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-02</th>\n",
+       "      <td>543594</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03</th>\n",
+       "      <td>695934</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-04</th>\n",
+       "      <td>831582</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-05</th>\n",
+       "      <td>895413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-06</th>\n",
+       "      <td>1033252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-07</th>\n",
+       "      <td>1120687</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-08</th>\n",
+       "      <td>1033951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-09</th>\n",
+       "      <td>892478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-10</th>\n",
+       "      <td>865046</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-11</th>\n",
+       "      <td>677332</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-12</th>\n",
+       "      <td>602838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-01</th>\n",
+       "      <td>582518</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-02</th>\n",
+       "      <td>592910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-03</th>\n",
+       "      <td>656527</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-04</th>\n",
+       "      <td>768845</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-05</th>\n",
+       "      <td>1001935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-06</th>\n",
+       "      <td>933878</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-07</th>\n",
+       "      <td>1165527</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-08</th>\n",
+       "      <td>1137314</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-09</th>\n",
+       "      <td>998619</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-10</th>\n",
+       "      <td>935706</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-11</th>\n",
+       "      <td>703859</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-12</th>\n",
+       "      <td>651908</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01</th>\n",
+       "      <td>37680</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                cnt\n",
+       "year_month         \n",
+       "2015-01      546639\n",
+       "2015-02      543594\n",
+       "2015-03      695934\n",
+       "2015-04      831582\n",
+       "2015-05      895413\n",
+       "2015-06     1033252\n",
+       "2015-07     1120687\n",
+       "2015-08     1033951\n",
+       "2015-09      892478\n",
+       "2015-10      865046\n",
+       "2015-11      677332\n",
+       "2015-12      602838\n",
+       "2016-01      582518\n",
+       "2016-02      592910\n",
+       "2016-03      656527\n",
+       "2016-04      768845\n",
+       "2016-05     1001935\n",
+       "2016-06      933878\n",
+       "2016-07     1165527\n",
+       "2016-08     1137314\n",
+       "2016-09      998619\n",
+       "2016-10      935706\n",
+       "2016-11      703859\n",
+       "2016-12      651908\n",
+       "2017-01       37680"
+      ]
+     },
+     "execution_count": 175,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()\n",
+    "df_sum = pd.DataFrame(df.groupby('year_month').cnt.sum())\n",
+    "df_sum"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "metadata": {
+    "id": "rx3Gh3Cw20Iy",
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with lineplot\n",
+    "\n",
+    "plt.figure(figsize=(20, 5))\n",
+    "\n",
+    "sns.lineplot(x='year_month', y='cnt', data=df_sum)\n",
+    "plt.title('Bike Shares by Year_months', fontdict={'fontsize':16}, pad=12)\n",
+    "plt.ticklabel_format(style='plain', axis='y')\n",
+    "plt.xticks(rotation=90);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "metadata": {
+    "id": "yddCIi3R20Iz",
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with lineplot\n",
+    "fig, axs = plt.subplots(3)\n",
+    "\n",
+    "sns.lineplot(x='month', y='cnt', data=df, ax=axs[0])\n",
+    "sns.pointplot(x='month', y='cnt', data=df, ax=axs[1])\n",
+    "sns.barplot(x='month', y='cnt', data=df, ax=axs[2])\n",
+    "axs[0].set_title('Bike Shares by months', fontdict={'fontsize':14});"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "month\n",
+       "1      784.691997\n",
+       "2      836.279617\n",
+       "3      921.294959\n",
+       "4     1112.953408\n",
+       "5     1275.099462\n",
+       "6     1383.354430\n",
+       "7     1543.696151\n",
+       "8     1463.116577\n",
+       "9     1356.597561\n",
+       "10    1217.546991\n",
+       "11     965.867832\n",
+       "12     845.516173\n",
+       "Name: cnt, dtype: float64"
+      ]
+     },
+     "execution_count": 178,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.groupby(\"month\")[\"cnt\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "metadata": {
+    "id": "2VXlvX_b20Iz"
+   },
+   "outputs": [],
+   "source": [
+    "# with pointplot\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "metadata": {
+    "id": "AfIj8A4820Iz"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with barplot\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "sns.barplot(x=\"month\", y=\"cnt\", data=df);"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "4E1AiBafAzaO"
+   },
+   "source": [
+    "### 10.Plot bike shares by hours on (holidays, weekend, season)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "metadata": {
+    "id": "MAXUb-Tn20Iz",
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with lineplot (*whether it is a holiday or not*)\n",
+    "plt.figure(figsize=(15, 5))\n",
+    "ax = sns.lineplot(x='hour', y='cnt', data=df, hue='is_holiday');\n",
+    "handles, labels = ax.get_legend_handles_labels()\n",
+    "ax.legend(title='is_holiday', labels= is_holiday.values(), alignment='left', handles=handles );\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 182,
+   "metadata": {
+    "id": "ly1idLJL20Iz"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with lineplot (*You may want to see seasonal breakdowns*)\n",
+    "plt.figure(figsize=(15, 5))\n",
+    "\n",
+    "ax = sns.lineplot(x='hour', y='cnt', data=df, hue='season');\n",
+    "handles, labels = ax.get_legend_handles_labels()\n",
+    "ax.legend(title='Seasons', labels= season_list.values(), alignment='left', handles=handles );"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 183,
+   "metadata": {
+    "id": "fZFUlVJn20I0"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1800x2000 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with pointplot\n",
+    "\n",
+    "fig, axes = plt.subplots(nrows=4, figsize=(18, 20))\n",
+    "\n",
+    "sns.pointplot(data=df, x='hour', y='cnt', ax=axes[0])\n",
+    "sns.pointplot(data=df, x='hour', y='cnt', hue='is_holiday', ax=axes[1])\n",
+    "sns.pointplot(data=df, x='hour', y='cnt', hue='is_weekend', ax=axes[2])\n",
+    "sns.pointplot(data=df, x='hour', y='cnt', hue='season', ax=axes[3])\n",
+    "handles, labels = axes[1].get_legend_handles_labels()\n",
+    "axes[1].legend(title='is_holiday', labels= is_holiday.values(), alignment='left', handles=handles )\n",
+    "handles, labels = axes[2].get_legend_handles_labels()\n",
+    "axes[2].legend(title='is_weekend', labels= is_weekend.values(), alignment='left', handles=handles)\n",
+    "handles, labels = axes[3].get_legend_handles_labels()\n",
+    "axes[3].legend(title='Seasons', labels= season_list.values(), alignment='left', handles=handles )\n",
+    "axes[0].set_title('Bike Shares by Hours', fontdict={'fontsize':18});"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "QzP5i5wrAzaO"
+   },
+   "source": [
+    "### 11.Plot bike shares based on whether it is a holiday or not\n",
+    "- You may want to see whether it is a holiday or not"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 184,
+   "metadata": {
+    "id": "7GB4NtqL20I0"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with barplot\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "\n",
+    "ax = sns.barplot(x='is_holiday', y=\"cnt\", data=df)\n",
+    "ax.set_xticklabels(is_holiday.values())\n",
+    "ax.set_title('Holiday and Non-holiday Bike Shares', fontdict={'fontsize':18});"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "metadata": {
+    "id": "9fxEGhPQ20I0"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with pointplot\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "\n",
+    "ax = sns.pointplot(x=\"is_holiday\", y=\"cnt\", data=df);\n",
+    "ax.set_xticklabels(is_holiday.values())\n",
+    "ax.set_title('Holiday and Non-holiday Bike Shares', fontdict={'fontsize':18});"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "HMeHndo_20I0"
+   },
+   "source": [
+    "### 12.Plot bike shares by day of month"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "metadata": {
+    "id": "Uh2gF1kn20I1",
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#with lineplot\n",
+    "plt.figure(figsize=(20, 7))\n",
+    "ax = sns.lineplot(x='day_of_month', y='cnt', data=df)\n",
+    "ax.set_title('Bike Shares by Day of Month', fontdict={'fontsize':18});\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Si3KWsce20I1"
+   },
+   "source": [
+    "### 13.Plot bike shares by year\n",
+    "### Plot bike shares on holidays by seasons"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {
+    "id": "kWyoqrrF20I1"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with barplot\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "ax = sns.barplot(x='year', y='cnt', data=df)\n",
+    "ax.set_title('Bike Shares by year', fontdict={'fontsize':18});"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {
+    "id": "HnY7QtrQ20I1"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with barplot\n",
+    "plt.figure(figsize=(10, 4))\n",
+    "ax = sns.barplot(x='season', y='cnt', hue= 'is_holiday', data=df)\n",
+    "ax.set_title('Bike Shares on Holidays by Seasons', fontdict={'fontsize':18})\n",
+    "ax.set_xticklabels(season_list.values(), rotation=0)\n",
+    "handles, labels = ax.get_legend_handles_labels()\n",
+    "ax.legend(title='is_holiday', labels= is_holiday.values(), alignment='left', handles=handles );"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "b9bB9vrj20I1"
+   },
+   "source": [
+    "### 14.Visualize the distribution of bike shares by weekday/weekend with piechart and barplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {
+    "id": "CYXHD4gp20I1"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>is_weekend</th>\n",
+       "      <th>cnt</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>15048216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4857756</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   is_weekend       cnt\n",
+       "0         0.0  15048216\n",
+       "1         1.0   4857756"
+      ]
+     },
+     "execution_count": 189,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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nK9eYEOkkyiHhtTkjkZORwOOFDcBAMYCqavhqZxl+t2wLw4RIZ2E2EUtmZ+OKPklcp9LB2OXVwRRVw+rd5bjrHYYJUSA0yypuf6sAnxaWQuXn5Q7FQOlAiqrhX3sq8Lu3t8Cj8AedKFBkVcOC97bhm90VHFPpQAyUDqKoGn44UIk7/r4Zbs5EIQo4WdVw59ubse1oDWd/dRAGSgeQFRWFxTWY+2YBw4SoAzXLKua8vhEHTzQyVDoAAyXAZEXF/opG/NtrG+H0KBe+ARHpqs4lY9YrG1BW38xQCTAGSgDJiopjNU7MevkH1Llko8shClkV9c2tv4cMlcBhoASIrKreT0Yvb+CiRaIgcLiyCbNf2YBmWeVAfYAwUAJA0zRoKnDbG5twrMZpdDlEdFJRaR1+88YmqKrGKcUBwEAJAEEQcP+HP2Hr0RqjSyGin9lwsAp3vbMFYJ7ojoGiM03T8NKaffhoG88zIQpWq4rK8Pg/iy58RfILA0VHiqph9a5yPLVqt9GlENEFvLn+EFZsPcbxFB0xUHQiKyoOVDRg/j+2gl2zRObw4PKfsK+8gTO/dMJA0YGiamholjHnjU1odHOtCZFZuDwq5r61CU6PwpaKDhgo7aRpGjRNw9w3C1BczRldRGZztMqJu9/ZCoEbE7cbA6WdBEHAgysKUXC42uhSiOgifbunAk+v2mN0GabHQGkHRdXw7sYj+KCg2OhSiKidXvpmH74qKoOscjzlYjFQLpKsqCiubsLj+Zx6SGQFmgYseG8bjlU7OUh/kRgoF0kQBNz9zlZu+EhkIfXNMm57swAyV9JfFAbKRdA0Df/zxW4UHqs1uhQi0tm+8gb8YUUhRI7S+42B4idZUbHpUDX+9q/9RpdCRAGyfMsxfLH9OLu+/MRA8YOqanB5VNz77lZwyjqRtS1c/hPqXDLXp/iBgeIHURTwwP/9hNJal9GlEFGAVTd58O/vb4MksuvLVwwUHymqhg8LjuLTwlKjSyGiDvLN7gos23CYrRQfMVB8IKsqjte68NgnO4wuhYg62J8/3YmK+maGig8YKD6wiSLufXcr9+kiCkGNbgX3f/gju758wEC5AFlV8UHBUW6tQhTC1u49gfc3HWUr5QIYKOehaRqcbgVPrtxldClEZLAnPi1CdZOboXIeDJTzEAQB/71yF6oa3UaXQkQGq3PJ+MPyQnZ9nQcD5RxkRcWOY7X4x8YjRpdCREFiVVEZ1u87wQWP58BAOQdRFLBweSEXMBJRG/+Vv4PbspwDA+UsFFXFOxuOcK8uIjrDnrIGLNt4hNvcnwUD5WdUTUODS8FTX+w2uhQiClLPrNqNZo8KjTsSt8FA+RlREPDEZ0WodXqMLoWIglR1kwfPfMkTHn+OgXIaWVGx7Wg1PtzMExiJ6Pze+v4QjlQ1cRrxaRgop7FJIh77eAfYiiWiC/EoGh7PL+I04tMwUE6SFRVfFh3Hj8UciCci36zeVY7vOI24FQPlJFEUOBBPRH57nNOIW9mMLiAYyIqK/J9KsaeswehSdCEe3gj7lnfPuFyDAPe0p2H7/lVIx9vunOwZcxvU1IFn3pmmQdr1BaSD6wFVgZo2FPKQaYBkBzQVti3vQSz5CVpcN3hG/RsQFgMAEOpKYdv8D3iuWADwl40sbE9ZA94rOIqbsrvBJoX2Z3QGCrxbrDxroRkbardhaE7ud9oFCuzrlkBNGQAAEOrL4Mm5FWpS1qnr2CPPel/SntWQDnznDQvJAXvB25B2fQFl4ESIpUUQT+yH5/L7IBV9Cmn3aihDpnhvt2sVlL5XMUwoJLz0zT7cnNPd6DIMF9pxCm/r5MPNR3GkqsnoUvQjOYDw2NY/0tHNEKBBGTgRUGQITVXQ4rq3uQ6ks3y20FRI+76FPGgytKQsaAkZkPtPgFjjnQUnNJRBTciAFpsMNbkfhIYy7+V1xyE0VkJNHdSRz5rIMEernPjkx5KQH0sJ+UARBAEvrNlndBmB426EtHc15IETAckGoaEcAKBFJV7wpkLdccDdCLXrqWBQu2fDc+k8731ExEOoLwMU2RsyEfEAWlonV7J1QiHlpW/2scvL6AKMJCsqPtp6DEernEaXEjDSwfXQwjtBTRsKwNvdBXsEbJvfgVixD1pkHJR+E6Cm9D/jtkJjJeCIhFh5CFLRZxDcjVC6DoYycBIg2aCmDYF0cD0cnzwARMbDnXcnhLoyCI0noKYO7uinSmSoPWUN+KqoDFf0TQrZYAnpQBGt3jrRNEiHNkDO+kXrRUJ9OaC4oXbpC6XPOIglhbD98Co8l98LLf5nfcByM6C4Ie34J+QhUwFNhX3bhxA0DfLQ6YBog+eyuwFXPRAWBQgipE1/h9L3SgjVh2Hb+j6gqpCHToPWpW/HPnciA/x19V5cOSDZ6DIME5oxCm/r5OMfj+FQpYXGTn5GqDkKOGugdhveepnS7yq4JzwGNWMUtE5pUPpPgJrcD9Kh78+8A1GCoHi8gZCUBa1LX8iDJkM89AOgndZXHB4DCCKE+jII9eVQUwfDtvldKP2vhZxzK+wFywCFW9mQ9f1YXBvS29uHbKDYJBFLvtlvdBkBJZbtgta5F+A4bQaXILb9GoAWkww4z1zQqYV7pwBr0ac+cWnRXSCoMtDceMb1pd1femd2eZogNpRDTe7b2uppGbshsrq/rg7dsZSQfNayqmLjwSrLrDs5F6HqCNSEHm0us23+B2yb265REWuPQYvpcsbttU7doIkShNqSU/dZXwbNFnZGKAn15RDqyqB2HYzWH6uWPWxUFeB2NhQivj9QiR+P1oTk9vYhGSg2UcQb6w8aXUbAifWl0GJT2lympgyEeHQzxCObgIYKSLu+gFB5EErPsd4ryM1A88mgtYdD7TEGtp+WQ6g6BKHyEKQd/4SSMQYQpTb3K+3+6tTMLkcE1KjOkA79ALF4GwBAi04K9NMlChrPr94Lmxh6b68hOSh/oqEZq3aUGV1G4Lnqodkj2lykpg2B7LkB0q6vYHNWQ4tNgSf3diAqAQAg7V0D6cgmuK95BAAgD54CaXs+7Otf9t6+ezaUgde3fZyGCgh1pVCzZ7ZeJA+f4V2tryqQs28BbI4APlGi4LJ6Vzn2lzcgMykqpLZlEbQQOyFGUTU8//VePPf1XqNLISIL+7dLMvBfkweGVKCEXpsMwDsbjxhdAhFZ3EfbjkFRQurzemgFiqyo+Hx7KSrqm40uhYgsrs4p47PtpSE1hTikAsUmiXjr+8NGl0FEIeLdjUdDagpxyDxTVdOwv7wBGw5WGV0KEYWIHw5W4li1E6EyVB0ygSIAeP07608VJqLgoWnAsg2HESrHzodMoLg8KlZsPWZ0GUQUYj7cXIxQmecVEoEiKyq+2HEcjW7F6FKIKMSU1zfjmz0VITE4HxKBYpNEfFpYanQZRBSi/rHxSEgMzlv/GQJocsv4154Ko8sgohC1Zlc5Khutv1zB8oEiKypW7ShDs2z95iYRBSdZ1bB8yzHLd3tZPlDY3UVEweDz7cct3+1l7WcHdncRUXDYcqQaVRbv9rJ0oLC7i4iChaYBKwuPw2Phbi9LBwq7u4gomHy+4zjsFu72su4zA7u7iCi4/HCgEg0u2egyAsaygcLuLiIKNh5Fw5rd5Zad7WXZQLFJIlZuP250GUREbazZXW7Z2V7WfFbw7i78/YETRpdBRNTGN7sroFp092HLBsqe4/Woc1q3r5KIzKmq0Y3tx2otuaW9JQPFo6hYt4+tEyIKTl8WlVlyS3tLBopdEvH9gUqjyyAiOqvv9p2AJFpvU3tLBoqqatjEkxmJKEhtP1YHtwVnoFouUDRNw67j9aiz8FxvIjI3t6Jie4n1xlEsFyiyqnH8hIiC3saDVZAtNpBiuUCxSyK+38/xEyIKblsOV1tuGxZrPRt4x08KDnH8hIiC25Yj1UaXoDtLBYqmaSgqrUN9M8dPiCi4nWhw41i10+gydGWpQJFVDevZ3UVEJvHDwUpL7etlqUCxSyK2H6s1ugwiIp9sOVwN0ULrUSwVKACwo6TO6BKIiHyy+XA1RIGBEpSaZQUHTzQYXQYRkU/2lNWjyW2dMV9LBcqesgZL7o9DRNakatbqVbFMoHgUFT8drTG6DCIiv+wta7DMOfOWCRRJFLC7rN7oMoiI/HLgRINlxlEsEyiiIGBvOcdPiMhcDp5otMzOw5YJFADYV8ZAISJzOVjRaHQJurFMoDQ0y6hoaDa6DCIivxytboJikdlElgmUvRw/ISIT8igaSmqssQWLJQLFo6jYw+4uIjKpfeUNUC1wNoolAgWAZRKeiELP/ooGyAoDJSjYRAFldS6jyyAiuigHTzTCJpl/ppclAkUQBJTXc0CeiMzpQEWjJdaiWCJQAKC8ni0UIjKnw5XWmDpsmUApq2MLhYjMqbLRbXQJurBEoKiqhkquQSEik2qWVTTLitFltJslAqXG6eEuw0RkanVO829jb4lAKecMLyIyueom83d7mT5QNE1DSS0DhYjMrbKBgWI4WdW4BoWITK+ysdn0e3qZPlAAdnkRkfnVNHlMv/2K6QNFFATUucw/mEVEoa26yQ2YO0/MHyiC4J1yR0RkZjVNHogmP2jL9IEiCgLcDBQiMrnqJrfpT240faAA3u3riYjMrLrRY3QJ7cZAISIKAlwpHyQYKERkdmafMgxYJFA4KE9EZsdACRJsoRCR2Zl9DQoA2IwuQA8eCxydScGta6dwxEc5jC6DLKxH5yijS2g3awQKu7wogFJiw7H691cg3C4ZXQpZnKJqpp46bIkuLze7vCiAosJsDBPqEGYOE8AigWKFvkcKXlaYzknUESwRKBF2S/TcUZByuhkoRL6wRKBEhbE7ggLH5WGgEPnCIoHCFgoFjouTPoh8YolAiWagUAApqsa1TkQ+MH2gqKrGFgoFHHe0Jrow8weKpiHKwTEUCiyOoxBdmAUChWMoFHjcL47owkwfKAADhQLPyRYK0QWZ/p1YFIBoThumAPN7LYqzGpCbA1MMkSAB0UlGV3EGCwSKgEiH6Z8GBTm/A+WfC4AdKwJTDFFcOnBfodFVnMH0XV6iKCA23G50GWRxjW7ZvxvYwgNTCBEAiMH5Idr0gQIAybFhRpdAFuf0KFB9PQBJUwF7ZGALotAmBmc3vyUCJaUTPw1SYDndClT4Eyj8maQAEoOzV8YSgRITbkcEtxenAHJ5FPi8qbWmAfaIgNZDIY5dXoGVylYKBZDLo/oZKOzyogBioARWahwDhQLH73UoHJSnQJLY5RVQXePYxUCB4/IoEHw9TE8Q2EKhwIrqbHQFZ2WJQPEoKtIT+AtMgeP0J1AgcFCeAis6xTv5I8hYIlBEQUAGA4UCyOVWIPqaKILIFgoFVkwyoPq5NqoDWCJQJFFAz6Roo8sgC3PJqu+BIjJQKMCiUwD43GTuMJYIFADISOQvMAWO31uvOKICUwgRAMSkBOVML8sESky4HbHhwfcCkzX4PcuLLRQKpNg0+DGo12EsEygA0LtLjNElkEX5fcAWA4UCKSbZ6ArOyjKBoqoaBnfrZHQZZFH+BwqnsVOACCIQkWB0FWdlnUDRNAxJY6BQYLg8fk7RZKBQoEQmcnPIQLNJIoanxxldBlmU/yvluQM2BUhMitEVnJNlAgUAeiRGcZNICgi/Z3lx6xUKlOjgHD8BLBYooihgQNdYo8sgC3LJfgaKZPf2dRPpjS2UjqGqGgZzHIUCwO8WCsBxFAqM6BRA8RhdxVlZK1A0zvSiwGiWL2LfJAYKBUJ0F8DXw946mKUCxSaJGNE9zugyyKKa/e32sjFQKADi0gEhOBdxWypQACCjcxQiHRyYJ/01c+owBYO0Ed794oJQcFbVDqIgYEAqB+ZJf353e3G1POktqjNneXUkRdWQnRFvdBlkQf6vlufUYdJZylCjKzgvywUKAFzRN8noEsiCuEEkGS51aFCeg9LCcoEiiQJyeiRwgSPpjosbyXCpQxGM56C0sFygAIBdEjGmZ6LRZZDFNLr9/GTIQXnSW1p20O7jBVg0UDyKisv6dDa6DLIYv1so7PIiPYV3AuK6G13FeVkyUOySiCv7B+9MCDInp1uBovq4oExVOChP+koZbHQFF2TJQAGA7gmR6J7ALgfSj0tWoGk+BoqmsoVC+kod6v2gEsQsGyiqpuHyLM72Iv043aofG15oHJQnfaUO9X5QCWKWDRRNAy7n9GHSkdOjwNcGCjSwhUL6Ssvx7mIdxCwbKJIo4NLenWGXgneKHZmLy6P4N2GTs7xIL/ZIICHT6CouyLKBAgCRDhtGpHPVPOnD5VF8XwIgCAwU0k/KIFOcrxP8FbaDrKi4agBne5E+XB4FouBjojBQSE+pwwA1uMdPAIsHik0SMW1EGkT2epEOnB4Fkq8/TILEQXnST+8rATBQDJcYFYZLe3ORI7Wf0+3HL7QgAI7owBVDocMWDvS8AhCD8wyU01k+UGRFxbThaUaXQRbg97nyjqjAFEKhJXMsYAszugqfWD5QbJKI6wancrNIajcXt14hI/SZELRnyP+c5QMFAMLtEq4eyMF5ah+/WygclCc99JsY9OtPWoREoMiqihuzuxldBpmc/5tDMlConZIHAjEpRlfhs5AIFJso4tJenZEUbY5+SApOfh+wxVle1F59JgT1gVo/FxKB0mLysK5Gl0Am5vL4e6Y8A4Xaqe91pljQ2MI8lbaXAHZ7Ubv43UKR2CKmdohMBNJGMFCCkSgI6J8ai6wuXBtAF6fZ30ARJdMMplIQyrrKVGEChFCgAN41KbNGpxtdBpmU3y0UALBxYJ4uUtYEQDHP+AkQYoFik0TcMjId0WHBv+KUgo9H0Xw/sbEFZ3rRxRBtQJ+rAclc71UhFSgAEGYXcVMOx1Lo4rhlfwfmubiRLkL6JabcaSHkAgUAbsvL5IaRdFGa/V7cyJledBH6mmd1/OlCLlBEQUC3+Ej8ol8Xo0shE2r2u4XCLi/yk2QHhs4y5YSOkAsUwDs4f/tlPY0ug0zI79XyHJQnf/WbCEQmGF3FRQnJQLFJIkZnJmJIt05Gl0Im4/dML7ZQyF8j55pqdfzpQjJQAG8rZd7lvYwug0zG//28OChPfkjsBfTIM8XZJ2cTsoFik0RMGJiCjET+wpPvGt1+fnLkoDz5I3uO6daenC5kAwUAVE3Db8dyLIV853Qr0DQf16JoGlso5DtbGDD8l6Zbe3K6kA4UmyTi5pHdkRLLT5HkG6dHgepzoKim3XG4rEnE/HVxGPV/XTD2oyQ8uSUGzT/r7at3Cxj7URKWH/BtnOiVnZEY90lSm8ue+TEaOR92wfTPE3Gw7tQheJUuEVfld4bLvB/W/dd/EhARZ3QV7RLSgQIAAoD7rswyugwyCW+g+HhlTTVlC0XTgPnr4uCUBSy7sgrP5tZgzbEwLP4pps31nvoxBuVO305CPdog4YXCtvvo7aq2YdneSLw1rgpDO7vx9I+n7v/VnZG4NasJ4eb9sO6/kb817WB8i5APFJskYkZOd/TmppHkA5dHha8NFEAz5SyvA/UStlU68OToWmR1kpHTxYP5gxvwz8OnWlsFFXb8cNyBpHDfJik8tikW/ePbvlkeqLMhq5OMAQkyxqU140CdNz2qmgV8VRyOW3o36fekgl1SXyB9jGkH41uEfKAA3rGUhRP6GV0GmYBf58prMGWgJIWreOWKKnSOaLuIs8Hj3V7CrQCPbOyER3Pq4PChgfLRwXA4ZQE39nK2uTw1SsHRBgn1bgE7quxIjfS+tq/tjMKsUGudZP/a1IPxLRgo8LZSrhyQjOyMeKNLoSDnkhUIvm7bI8CUgRLr0DA21d36taoBb++NxJhk72VLi6IxIN6DvNOucy5VLgH/sy0GfxxVh5+/bMM7ezCqixujlnfBG7ujcO+QelQ3C1h1NMRaJ7Zw0w/Gt2CgnCQrKh66rr/RZVCQc7qVM94Yz00w7aD86Z7aFoOiajsWDGnAvloJ7+6NwIPD63267Z+3xGJaphNZnc7+6fvZS2vx3bRyrJtajiGJMl7f5W2dHHdKuGlVAq7K74yPDpr/NTyvgVOBsJgLXs0MGCgn2SQRIzLicdWAZKNLoSDm9CgQfW2iCKIpB+VP99S2aLy5OxJPXVKDrE4yHt7YCfOHNJzRHXY2a0sd2FZpx12DGs57vYQwDTYRqGkW8MXJ1skTm2NxfboLfx9fhT9viUVZk4Xfqkb+FlAv4qydIGT+NpaOFFXDg9f2w+pd5f6fe0EhweVRIfq6VbXJA2VRQQz+sS8ST11Si2u6N+NYo4itJxzYXWPDX7Z6P1E7ZQGPbYrFZ0fC8coV1W1u/9nhcBxvknDJCu9GrLIqwKMCwz/ogpcvr0ZOl7a76b6+Owq39PaOnWypsOPB4XVIiVSRESOjsMqO5MjmjnniHanrCKBbjtFV6IaBchpJFNAzKRo3jOiG9wuOGl0OBSGXP3t5CQLgMGegvFAYhXf3ReKZ3BpMSPe+kSdHqFg1saLN9X75dQJ+2acJk3s4z7iP3w9rwLyBja1frzoajr/vicTfx1chOaLt61jrFvD5kXB8POEEAEAUAPVk56KiWvisifGPegfjLTB+AjBQzqBqGu6/pi8++fEYXB4/tyony/MrUABTHpK0v1bCSzuicfuARmQneVDhPNXdlBHT9vnbRCAxXEVypPd3xSUD9R4RSREqEsNVJJ42/JEYrsImnnkfAPDGrijc3OvUzK7BCR4sPxCBcWku7K+zYWC8+c4GuaCMXKDXL4yuQlcW7pi8OKIgIDHKwe3t6az8323YfC2Ur4+FQ9EELNkRjbyPurT5cyGfHYnw6Xqnq3ML+OxIOGZmnZrZ9eCIeqwtdeCedfF4cEQdUqMs+OHuysdNv5Dx5wTN542JQotHUTFh8b+wv6LxwlemkJGTEY8P78z1/QbVh4DnhgasHjKpXuOBXy43ugrdsYVyDgKA/3fjUN/XHFBIcPl9BLD51qFQB7jyMcu1TgAGyjnZJBHZGfGYNSrd6FIoiDjdfna9WGAdCums30Qgdajpt1k5GwbKeWiahoeu74/k2DCjS6Eg0exvC4WBQqcTxJOtE2usO/k5Bsp5CIIAhyTiT9MGG10KBQn/z5TnhxE6zaAbgM59ANG3XZrNhoFyATZJxJX9k3HtoBSjS6Eg4PcsL4CtFPISbcC4RwDVgjPWTmKg+EBVNfxp2mDERlivz5P84/c6FIAD8+Q1bBYQnwGI1n3bte4z05EoCugUYefmkQRV804p9wsDhSQH8Is/WLp1AjBQfCaJAm4emY5LeiYaXQoZzC0zUMhPOXOA6BRLt04ABopfFFXDc7cMQ1yk3ehSyEB+d3vZGCghLSIeuOJBo6voEAwUP0iigIQoB56dMYwLHkOYiy0U8sc1T3rPOwmBNw0Gip9skohf9OuC347lXl+hyu8Wign38yKd9BoPDJtpyUWMZ8NAuUgPTOiHEek8MjgU+b0Wxc5pwyHJEQ1MecGyixjPhoFykTRoWDp7BMdTQpD/gcIWSkga/wgQnWzZRYxnw0C5SDZR5HhKiGp0+7mpHxc2hp7uo4BRt4dUmAAMlHbheEpoanIrUH099UFT2UIJNZIDmLrE+38fYhgoOuB4SmhxefwNFM7yCimX/R5I6BkyA/GnY6DogOMpocXlUeDzsXSaxkH5UJI8EBj7H95dhUNQaD5rnbWMpyydnQ27xAEVq3N5VN8DBRq7vEKFKJ3s6jK6EOMwUHRik0SM6pGAJ6YOMroUCjC/dhzWwEH5UDH6TiBlCCCFXldXCwaKjsST+33dfhkH6a3M6VF8n9knCGyhhIL4TGD8oyGxGv58GCgBsPDafrhmIM9PsSqX34HCQXlLE0RgyouAEFpThM+GgRIIGvD8zGEY1j3O6EooAFxuBaLPiSIyUKxu3CNAxiUh3dXVgoESAKIoQBIFvDlnFDI7RxldDunM6fEjUESRXV5W1n8yMPbfQ3ZW18/xVQgQmygiKkzCsrmjkRTNc8WtxOXxc8Gagx8qLCmpLzD9b5Y/NMsfDJQAskkiusSE4a3bRiHKwf5Vq/D7XHm2UKwnLBaY+T4gOix/aJY/+EoEmE0S0Sc5Bi//Ww7CbHy5rcDv7evZQrEWQQBueBmI68Zxk5/hO1wHkEQBo3sm4tVfMVSswP8TG7kOxVIuux/IuiYkt1a5EL67dRBJFHBJr854Y85IhNv5spuZ/11enOVlGVlXe4/zDfH1JufCd7YOJIkCRmUm4o05oxBh55iKWfk9KG/jpAxLSOgJ3Ph6SG+tciEMlA4miQJG9kjAW7eNQiQH6k3J7wO22OVlfo4oYOZ73v9LDsKfE18ZA0iigBHp8fj7baM5+8uEXLKfgSLZuU7B7Ka8CCT24iD8BfCn3CCSKGBY9zgsmzsa0WH8ITUTv1soAMdRzCz3HmDgtJA7ffFiMFAMJIkCBnXrhGW/HY0YhoppNMsXsZCNgWJO/SYCV/3R6CpMg4FiMJsoYmBqLN65fQwSohxGl0M+ava328vGQDGdnlcAN73BQXg/MFCCgE0S0T8lBvl356FXEhfBmUGzvzO92EIxl7RsYOa73rEvDsL7jK9UkLBJIpJjw/Dx3XnI7ZVodDl0AX53e3H7FfPo0h/45UfeyRQcN/ELAyWI2CQREXYJf79tNG4Z2d3ocug8/F4tz3PlzSG+B/CrfO8HAK6E9xsDJchIogBRAP77hiFYeG0/LsgNUn7P9GILJfjFpAK/+icQHs/pwReJgRKEhJMpcsdlPfG/v8zmqvog5Pf2K1zcGNxiUoHffAHEpDBM2oGBEsQEQcC4fsn4vztz0SWG23cEkya37N8NOCgfvGJSgDmfA7FdveMmdNEYKEFOEgX0SY7Gp/PHYmDXWKPLoZOa2OVlDS1h0qkbw0QHDBQTsEki4qPsWPG7SzFrVLrR5RC8YyiK6uMCBVXhoHwwik4+GSbd2c2lEwaKSdhEEXZJwJ+nD8bS2SMQG8FfACM5PQo0zcdA0TS2UIJNdDLwG3OEycKFC7Fw4UJTPBYDxURaBuuvHJCMVfddjuyMeIMrCl0uj+rHAmqVYyjBpMsA4PZvgE7pQR8mZsNAMSGbKCIpxoH377gEd/2iN0ROLe5w3haKj1fWwK1XgkXv8cDcr4CoLgyTAGCgmJQkipBEAb+/ug/e+e0YzgLrYC6PAp9zXABbKMEg5zZg1gfeKdw6hcnkyZPx9ttvt349Z84czJ49u/Xr9957DzNnzkRpaSnmzZuHoUOHYty4cXjhhRegKKcmdhQUFGD69OkYMmQIJk2ahC+++OKsj1dVVYVrrrkGDz74IDRNg6ZpePHFF5GXl4ecnBzMmzcPJSUlrdfv27cvPv74Y0ycOBGDBg3CrFmzcPTo0TaPO3XqVAwZMgT33nsvnE5nu14PBorJCYKAnIx4fPnvl2Ncvy5GlxMyXB4FfiUKA8U4gghc/QQw8RnvVio6bqeSl5eHjRs3AgA8Hg+2bduGwsJCeDweAMB3332HvLw83H333UhMTMSKFSvw5JNPIj8/H0uXLgUAVFRU4I477sD06dORn5+PuXPnYuHChSgoKGjzWE6nE3feeSd69eqFJ554AoIg4O2330Z+fj6efvppvPfee0hMTMRvfvOb1scHgL/+9a946KGHsHz5clRXV2Px4sUAvOF0xx13IDc3Fx999BF69+6Nzz//vF2vBwPFAmySiOgwG1779Ug8NmkAz6zvAE6PAtHXbQwEBoph7JHALcuAS+4KyN3n5eVh06ZN0DQNO3bsQHp6OmJjY1FUVARVVbFhwwbY7XaUlJRg0aJF6NmzJ0aPHo0HHngAb731FgBg2bJlyM3NxezZs5GRkYEpU6bg5ptvxptvvtn6OIqiYMGCBXA4HFi8eDEkyRuKr7zyCv7zP/8To0ePRq9evfDHP/4RtbW1WLt2bett58yZg0suuQR9+vTBzJkzsX37dgDAypUrkZCQgPvvvx89e/bEPffcg8GDB7fr9WAnokVIJwdSfnVJD1w9IAX3f/gj1u+vNLgq63J5FN/HrgSJgWKEmBTg1g+9g/ABOjEzJycHTqcTe/fuxaZNm5CTk4Py8nJs3rwZkiRBFEVERESgpqYG2dnZrbdTVRUulwvV1dU4cOAA1qxZg+HDh7d+3+PxIDMzs/XrlStXQpZlTJgwAQ6H95iLxsZGHD9+HAsWLIB42o7ILpcLhw4dav06IyOj9d/R0dGtrZd9+/ahX79+rZN9AGDw4MHt6vZioFiMKApI6RSGd347Bh8WHMUTn+1ETZPnwjckvzjdaptfxPMSBMDOYwk6VPIgYPb/AZGdA7pjsMPhQE5ODjZu3IiCggJMmTIF5eXlKCgogKIouPTSS6EoCnr27ImXXnrpjNvHxMRAlmVMmjQJ8+bNa/M9m+3U23Nqaioef/xxzJ07F+vXr0dubm7rGMxzzz3XJnwAoFOnTq3/ttvPvWDz51Pf7XZ7uwKFfSMWJJ38tDJ1RBq++f0VmDy0q8EVWY/f58o7GCgdJusqYO6XQFTnDpnJ1TKOsm3bNmRnZyM7OxtbtmzBunXrMHbsWGRmZqKkpAQJCQnIyMhARkYGiouL8fzzz0MQBGRmZuLw4cOt38vIyMDXX3+N/Pz81sfIzs5Gbm4uZsyYgUWLFsHj8SA2NhaJiYmoqKhovV1qaiqeeuopHDx48IJ1Z2VloaioqM3kgJ07d7brtWCgWJhNFBEbYcfzM4fj3dvHoFdStNElWYaLW68Ep5FzgVnvA1J4h20/n5eXh9WrVyM6OhrJyckYMGAAnE4nNm3ahLFjxyIvLw9paWm4//77sXv3bhQUFOCRRx5BREQEJEnCrFmzsH37djz77LM4dOgQ8vPz8cwzz6Br1zM/CN53332oqqrC66+/DgD49a9/jcWLF2P16tU4dOgQHn74YWzZsgU9e/a8YN3XX389nE4n/vSnP+HAgQN45ZVXsHnz5na9FgwUi2sZOM7JiMcX943FAxP6cvdiHfi92zDHUALLHgFc/wxw/dMdfspi7969kZiY2DpGIkkShg8fjn79+iEhIQGSJGHJkiVQVRUzZszAPffcg8svvxwPP/wwACAtLQ1Lly7F2rVrMXHiRCxevBgLFy7E5MmTz3isuLg4zJ8/H0uWLEFpaSluu+023HjjjXj00UcxdepUlJSU4NVXX23T5XUunTp1wiuvvILCwkJMmTIF69evx5QpU9r1Wgiaz/tHkBUoqoYTDc14PH8HPis8bnQ5pjW0Wyd8fHee7zeoKwWe6Re4gkJZ6lDgxte9h2PxhEVDsYUSYiRRQOfoMLx0azY+nZ+Hy7I6G12SKfl/HgoXnupOEIG8fwd+uxqIz2CYBAHO8gpBLVOM+6XE4K3bRmPToSr8ZeUuFByuNrgy83B5/D1TnrsN6youHbjhFaDbKPBY0+DBFkoIa5kNNrx7HD68MxdvzBnJM1d85HcLRWILRTdDZwK/+wHoms0wCTJsoRBskjdY8np3xhV9u+DTn0rw9Ko9OHCi0eDKgpffs7xEyXuAk8I1QRctIh6Y9BwwYAqgqQFbrEgXj4FCrVqC5ZqBKbh2UCo+3FyM577ei2M17dswzor8XocCeKcOK7X6FxMKeo0Dpv0vEHnyyAaGSVBioNAZWoJl+og03JDdDZ9vL8Wr6w5hyxGOsbTwKBoUVWsdj/KJLRwAA8UvtnDgyv8CxtzpPfmSA+9BjYFC53R6i+X6IV1RVFKLl9cexKc/lcKt+DkobUFuWUWEw483OC5u9E/qUOCGV4GEk4v0GCZBj+1GuqCWYOmbEotnbx6GH/4wHvddmYWk6NAeaG72t9uLM718E5UETHree6pifCaDxETYQiGftXTvJEQ5cM+4LNz9i97I/6kEr607hMJjodeV4//UYa6WPy9bGDDmd8Bl93v/LYiAxM+8ZsJAoYviDRcBk4Z0xbTh3bDtaDXe2XAUn+8oRZ1TNrq8DuHye/sVdnmd08Bp3kOwYrtywN3EGCjULi3dYYPTOuEvN8Thz9MG4ds9Ffh4Wwm+LCrzf72Gifi/Wp5dXmfoOgK49i9A91HeQXeGiakxUEgXLYskbZKAy/skYXz/ZLg8Cr4sOo5PfizFt7srLDeQ7+SOwxcvtisw/jFg6C2AcrJFy7ES02OgkO5aWi3hdgnXDkrFpKFpaHDJ+LSwFPk/luD7A5VQVPPvSdro9rNrj4Py3lDNvQcY+x/ekyyBDjmzhDoG/ycpoFrCJTrchukj0nDzyO6oaXLj653l+HZPBdbtO4GqRrfBVV6cJrcCTdN8O7lR00K7hSIIwOAZwNWLgMikDt1enjoOA4U6jP1kuMRFOjB5WFfckN0NqqZhZ2kdVu8qx7q9J7D1SI1pusZcHgWqpkHyKVDU0JzlZQvzBsml9wKds7hlisUxUMgQLeEiCgIGpMaib3IM7hmXBbesYsuRany37wS+31+JH4tr4FGCs3vM6VGgaoBPPf+aCthCKFAiE4GRtwGj7/TuwdVy7BLDxNIYKGQ4QRBgk7yf8h02EaMyE5DTIx7/cXVfNMsKdh+vR2FxLYpK61BUUoddx+uDYvaYy6PC9+PptNBooXTOAsbcBQyb5T2Ct2WgnbsChwQGCgUdURBajy4Os0kY0i0O/VNjIYney1VNw9GqJhQeq0VRiTdkdpTWoaK+uUPr9GvHYQ3WDpQeY4Hc+UCfq72ztjjQHpL4v06mYD9txbQoCMhIjEK3+EhMGJQC28kB3pomNw6eaMSxaidKal04XtvytwslNU6caGiGnpPLnB7F9w/eAqwXKKINGDTdOz6SPOjU9F+GScji/zyZVstq/RZxkQ4MT3dgSLdOUFTv90/fDVhWVVQ2uFFS40RxtTdgXB4FLo8Kl0eB87R/t/xpuaxZVmATRdglAQ6bCLskomtcBHzvyBGsEyjhcUD2r4BL7gKik70LEgEGCTFQyHokUTzrFlA2UURybDiSY8NbQwfwdu8LONnV5s929PDuOOwTQTT3oLw9EugzwdsiyboaEO2nxkW4IJFOYqBQSDpX6PjLYfPxTkTJfOtQ7BHe8Bg4Heh7rXcKMMdH6Dz4k0HUURwmCBRbGND7Km+I9LvOGyqnhwjDhM6DPx1EHcURZXQFZyc5vEfsDroB6DfRG3yKB5DsJ7/PtwnyDX9SiDqKPYgCJSIeyMj1Bkj/yUBY9M9CxG5sfWRKDBSijmLk5pDxPYD0MUD6Jd41I4m9vJczREhHDBSijtJR04ZFybsu5PQAiers/d7pAQIwREhXDBSijhKoA7bskUC3HG+AZFzqPazKHgmoKgDVuwCxBQOEAoiBQtRR2hMo4XHebquETO/f8ZlAQk8gsbd3caEoAqoMQDy1Nbwoer8m6iAMFKKOYgs79/cEEYhNOy00TgZH5ywgPgMIiz11XVX27t7789aGyF9nMpagab7vl0pE7bTrU284hHcCwmK8fxxRbcdXNA1QPd4TDbkKnUyEgULUUVTF2xLhVu5kUQwUIiLSBUfsiIhIFwwUIiLSBQOFiIh0wUAhIiJdMFCIiEgXDBQiItIFA4WIiHTBQCEiIl0wUIiISBcMFCIi0gUDhYiIdMFAISIiXTBQiIhIFwwUIiLSBQOFiIh0wUAhIiJdMFCIiEgXDBQiItIFA4WIiHTBQCEiIl0wUIiISBcMFCIi0gUDhYiIdMFAISIiXTBQiIhIFwwUIiLSBQOFiIh0wUAhIiJdMFCIiEgXDBQiItIFA4WIiHTBQCEiIl0wUIiISBcMFCIi0gUDhYiIdMFAISIiXfx/hbeVjR8AhrwAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# pie chart\n",
+    "df2 = pd.DataFrame(df.groupby('is_weekend')['cnt'].sum()).reset_index()\n",
+    "fig, ax = plt.subplots(figsize=(5, 5))\n",
+    "\n",
+    "explode=(0, 0.1)\n",
+    "\n",
+    "ax.pie(x=df2.cnt, \n",
+    "       labels=is_weekend.values(), \n",
+    "       autopct='%.1f%%',\n",
+    "       explode=explode\n",
+    "       )\n",
+    "\n",
+    "df2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {
+    "id": "W9Z30UH120I2"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with countplot\n",
+    "plt.figure(figsize=(7, 5))\n",
+    "\n",
+    "ax=sns.barplot(data=df2, y='cnt', x='is_weekend')\n",
+    "ax.set_xticklabels(is_weekend.values())\n",
+    "\n",
+    "\n",
+    "for bar in ax.patches: \n",
+    "        ax.annotate(\"%\" + str(round(100*bar.get_height()/sum(df2['cnt']))) + ' - ' + str(bar.get_height() ), \n",
+    "                    (bar.get_x()+0.2 , bar.get_height()+10),\n",
+    "                    size=12)\n",
+    "\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "WY0UbCNt20I2"
+   },
+   "source": [
+    "### Plot the distribution of weather code by seasons"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {
+    "id": "hPDyFzw320I2"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with countplot\n",
+    "ax = sns.countplot(data=df, x='season', hue='weather_code')\n",
+    "ax.set_title('Weather Code Distribution by Seasons', fontdict={'fontsize':18})\n",
+    "ax.set_xticklabels(season_list.values(), rotation=0)\n",
+    "handles, labels = ax.get_legend_handles_labels()\n",
+    "ax.legend(title='Weather Codes', labels= weather_list.values(), alignment='left', handles=handles, bbox_to_anchor=(1,1) );"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {
+    "id": "LRnODYJ_20I2"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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NZs+enWuuuSYtW7YszLfhhhvmzjvvTGVlZSZMmJD3338/48ePzyuvvJLy8vKFPsd3A+mNNtooM2bMKDx+4YUX0rhx4yUeT/2FF15I8+bNqwSs9erVS8+ePecbkqNDhw6FAD1J4Q/DX3zxxWLfqPSCCy5I27ZtU1FRkaeffjq33HJLDjvssJx44olV5jv66KOTfHPj0XfffTf//e9/8/rrryfJYr1280LlBQ2ZNk/Xrl0zcODA/Oc//8mOO+5Y5Qv5t337S2zdunXTuHHjfPHFF0m+qdmbbLJJIUCfZ5999sn999+fMWPGZMcdd0zDhg3zr3/9K2VlZXnhhRfStWvXTJgwIS+99FJ69eqVZ599NltuuWWaNWuWZ599NjNnzszOO++cOXPmFNY575L4f/7zn4UQvUGDBvONZztvKJdvDzGwtEaPHp2ZM2dWCRCSZO+9915giP7t1+zb75vFNS+ImWe//fbLfvvtl1mzZuXdd9/N+++/nzfffDNz587N7NmzF7qub++jWrVqZf3111/o+wMgWfTaP091fm716NEjTz31VJJv/qC61lpr5fDDD0///v1TXl6e//73v/noo4/mG07s+3w3zG3WrFlGjRq1WOtIkoYNG1b5w/a8+vDll18u9roWdLz04YcfJvmmZs2ePXuB34O/HaK/8MIL6dKlS+rUqVOot/Xq1Uvnzp3zr3/9q8qy392vi3oMMc/o0aNTXl4+3wlxnTt3ziabbJIXX3yxEKIv6PmSb47Latb8f7Fl48aNs/baaxcC9OSb44K33nqraD9gWRKiA8vEeuutl3XWWafK+OPfNX369MyePbtwedY806ZNS/Pmzeebv3Hjxkm++RK6KCH6vLHVvntTsSZNmlR5XFpaml69euW2227Leeedl4ceeij16tXLrrvu+r3PAbAmWWedddK+ffvC444dO2afffbJr371qzzwwANZf/31C9MefvjhXHXVVZk4cWIaNGiQNm3aLNJn93eHACstLa0y3NbSjnX9+eefp1GjRvO1L6jtu8ONzTuDbt4Yrotjs802K7x2HTt2zFprrZVBgwaldu3aOeaYYwrzffbZZznvvPPy1FNPpaSkJJtuumnhy/u3X4cF+fZrN6+vC1vm6quvzo033pjHH388TzzxREpLS/PDH/4wF154YZU/ZC9sn0ybNm2+uppUrdmlpaX50Y9+lOeffz69e/fOCy+8kH79+qVp06a57777knxz5ti8L/tTp05Nkiqvy7d9+umnhf+vs846801/9tln07t376LbvSQ+++yzJKnyHk8W/L5Jqr53FmVfFPPd9+DMmTNz0UUX5aGHHsqcOXPSrFmzlJWVpWbNmt+7/u/+/n33dwtgQRan9ifV+7m100475bbbbsuECRPy/PPPZ9ttt023bt0ya9asjBkzJm+88UaaNGmy2Fcqfd+xyaL67msz74+9S3Jc8X21Ofn+78FTp07NY489lscee2y+9X/ffl3UY4h55vVp3vHBtzVu3Hi+PyQsqL4v6ASG7/YLViRjogPLTPfu3TNy5MjMmjVrgdPvvffebL/99vn3v/9dpX299dbLpEmT5pt/XlvDhg0LBxzfPdP922cmzDto+O54bvO+nH9br169Mn369Dz77LN5/PHHs9dee6V27drfs4UAa7bGjRunf//+mThxYgYMGFBof/nll3PmmWdmt912y7PPPpuRI0fm9ttvX6RhT77Ps88+u1RjXW+44Ybz3ag0mb9WLG/HHXdcWrduneuuu67KGVOnnXZaXn/99dx+++0ZPXp0Hn/88cKQZMta/fr1c/rpp+dvf/tbHn/88Zx66ql55ZVXCmccLopFqdnJN2cHjh49Oq+99lomT56cLl26FM5Gf/XVV/PWW28Vzgycd7PVK664Ivfff/98P9++Qdl3ffTRR3n33Xezww47LPI2LIp5Z7t/930yL1xfUQYMGJAnnngi11xzTV555ZU89dRTufzyy6ucmQewPBWr/cWsyM+tzp07p169enn++ecLVz1tuOGGadGiRUaOHJlnn302PXr0WKZXKi1LC/qOW+wGpguzqN+D69evn5/85CcLrLULulfMd5ddnGOIeSfOLegYbNKkSfMF/rAqEKIDy8yvfvWrTJ06Nddcc8180yZNmpRbb701W2yxxXxj7G233XZ59dVXC5ejzfPwww+nSZMm2XTTTQt/hf7kk08K02fPnp3XXnut8LhFixbZeOONq4ylm6RwM7Rv22STTdKtW7fceeedefPNNxc4Th4A89tjjz2y44475tFHH82LL76YJHn11VdTUVGRE088sXDjrrlz5xYuDV6SM66SZNy4cfn0008L969YEl26dMmECRPy5ptvFtpmzpy5RDdYnHeG8ZKoWbNmzj///MyZMycXX3xxoX3UqFHZbbfd0rVr18LY5M8++2ySJX/dFuTDDz/MTjvtVKiRLVu2zK9//ev88Ic/XOhVZN+13Xbb5cMPP8yrr75apf3hhx/OWmutlQ4dOiT55g/rlZWVuemmm7LZZpulSZMmad++fdZee+1cfvnladiwYeGy/Xln6n/yySdp37594admzZq56qqrMmHChKL9GTFiRDp27DjfVW5Lq3Xr1qlfv36efPLJKu1//etfF3td84a8WxKjRo1K165ds8suuxTOvnvjjTfy2WefLdP3B8DCLKj2F7MiP7fWWmut7LDDDnn66afz5ptvpkuXLkm+uffJM888k5dffnm+IU6+bWnq+rct6ef8vO+4H3/8caFtSYaNKSsrS506db73e3CXLl3yzjvvpE2bNoVa265du9x+++3z1btvW5RjiO++Bh07dkytWrXy6KOPVml/+eWX89FHH2Xbbbdd7O2E6uYUBmCZ2WabbXLyySfnmmuuybhx47LffvulYcOGefvttzN06NDMmjVrgQH7L3/5yzz88MM58sgjc8IJJ6RBgwZ58MEH88ILL+SSSy5JaWlp1ltvvZSVleWuu+7KpptumvXWWy933nlnZs6cWTg4KykpyWmnnZY+ffrknHPOyR577JHRo0fnnnvuWWB/DzjggJx66qnZfPPNi964DYD59evXL/vss08uvvji/OlPfyoEpxdeeGF+9rOfZdq0aRk2bFjGjh2b5JurhhZ3TPHkmzB5u+22W6pLd/fee+8MGTIkvXv3zsknn5x11103t912W6ZMmZKmTZsu1rrmnTH96KOPpmPHjgscimxhysrKss8+++Shhx7K448/nj333DMdOnTII488krZt22ajjTbKK6+8kiFDhqSkpKTK2PBLa5NNNslGG22Uiy++OF999VV+8IMf5I033siIESNy7LHHLvJ6evXqld///vfp3bt3TjrppDRr1ix/+9vf8sc//jEnnHBC4TVad911U1ZWlqeeeiq/+MUvknzzh4TOnTvn2Wefzb777lsILxo2bJijjz461157bb766qt07do1n3zySa699tqUlJSkdevWRfszYsSIRb5S4auvvsrtt98+X3vTpk2z2267VWmrV69ejj766Fx33XWpW7duunTpkhdffLFwTLE4wcu8sVuff/75xT7m6NChQx5//PHcc8892XzzzTN27NjccMMNy/z9AfB9vlv7iwXHK/pza6eddkq/fv2y9tprF4Zt6dq1a/7whz+kdu3a+eEPf1h02XXXXTeTJ0/OiBEjFjgm96Ja0s/5nXbaKZdeemn69++fo446KhMnTsz111+/wKFNFmadddbJ8ccfn2uuuSZ169bN9ttvnxEjRswXoh9//PE56KCDcuyxx+bggw9O7dq1M3z48Dz11FO57rrriq5/UY4h5r0GzzzzTNZbb720bt06xxxzTK6//vqstdZa6dmzZyZMmJBrr702W2yxRfbff//F2kZYGQjRgWXquOOOy9Zbb51hw4blkksuybRp07LxxhunR48e+c1vfpONN954vmWaNGmSe+65J1deeWUuvvjizJ49O61bt87gwYOr3LX8d7/7XS666KKcc845qVevXg444IB06tSpML5q8k1YUlpamsGDB+ehhx7KVlttlQsvvDCnnnrqfM+70047paSkxFnoAIupZcuWOeyww3Lrrbfmnnvuyf/8z/+kf//+ue222/KXv/wljRs3TteuXTNo0KD07t07o0aNWqIhWZZ2KJfkm+B26NChGTBgQM4///zUrFkz++yzTxo0aJB33313sda122675aGHHspZZ52VAw44IOeff/5i9+e0007LU089lcsuuyw9evQo1LaLLrooyTdXVV1wwQV5+OGH8/LLLy/2+hdm0KBBueqqq3Lttdfm888/z8Ybb5wTTjih6FjkC1K3bt3cddddufLKKwuhd8uWLTNgwIAccMABVebdaaed8tJLL6Vr166Ftq5duxYur/+2U045JU2aNMnvf//73HLLLVlvvfXSrVu3nHrqqVVuIPZt5eXlGTlyZE4++eRF6vu0adNy6aWXztferVu3+UL0JDn22GNTWVmZ4cOHZ+jQoenYsWNOO+20XHrppYv1h5169erll7/8ZYYPH54RI0bkn//8Z5Ub2C7MWWedVbihX3l5eZo1a5bjjjsu77zzTv72t78t0Q3dAZbEgmr/gqzoz6153+m23XbbwpAxXbt2TUlJSbp27TrfWOLf1qtXr4wYMaLwh+G99tprifqwoM/5RbHZZpvlf//3f3PDDTfkmGOOyeabb17lmGBxHHvssVl77bVzxx135I477khZWVnOPPPMKscqrVu3zrBhw3L11VfnjDPOSGVlZbbaaqtcf/31Vb53L8j3HUNsueWW2XvvvTNs2LA899xzefTRR3PiiSemcePGufvuuzN8+PA0aNAge+yxR0455RRjm7NKKql0dxlgDfXYY4/ljDPOyIgRI4reKAyAVdvbb7+d8ePHZ7fddqsyJuoBBxyQjTbaKIMGDarG3rGymjNnTh599NF07dq1ygkAw4YNy8UXX5yRI0cWzroHAGD150x0YI3z1FNP5fXXX88f/vCH9OrVS4AOsBqbPn16Tj755BxyyCHZddddM3fu3Dz22GN54403ctppp1V391hJ1axZMzfffHPuuOOOHHfccWnYsGHeeuutXHPNNdlvv/0E6AAAaxhnogNrnNtvvz3XXHNNOnXqlGuuuaboZeIArB7+8pe/ZOjQoRk3blwqKyuz9dZb57jjjkv37t2ru2usxD744INcddVVGTlyZL744os0bdo0++yzT4499thFHo4FAIDVgxAdAAAAAACKWPTbygMAAAAAwBpGiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFFGzujuwMps8+cu47SoAFNekSf2lWl6tBYCFU2sBYPlalFrrTHQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARK0WIXl5enr333jsjR45Mkpx11llp1arVfD+HH354YZnOnTvPN/3rr79OksyaNSv9+vVL586d071799x6663Vsl0AAAAAAKzaalZ3B2bNmpU+ffrk7bffLrSdffbZ6dOnT+Hxhx9+mMMOO6wQon/yySf58ssv89RTT6VOnTqF+dZee+0kyWWXXZY33ngjd9xxRz766KOceeaZadq0afbYY48VtFUAAAAAAKwOqjVEf+edd9KnT59UVlZWaa9fv37q169feHzWWWdljz32yC677JIkGTduXJo0aZLmzZvPt87p06fnvvvuy80335y2bdumbdu2efvttzNs2DAhOgAAAAAAi6Vah3N58cUX07Vr1wwfPrzoPM8//3xeeumlnHrqqYW2d955J5ttttkC5x87dmzmzJmTsrKyQlunTp0yZsyYVFRULLvOAwAAAACw2qvWM9EPOeSQ751nyJAh2X///bPxxhsX2saNG5cZM2bksMMOy7vvvps2bdqkX79+2WyzzTJp0qQ0bNgwtWrVKszfuHHjzJo1K1OnTs3666+/XLYFAAAAAIDVT7WPib4wH3zwQV544YWcffbZVdrHjx+fadOm5dRTT029evVy880358gjj8yf//znzJgxo0qAnqTwuLy8fLGev6Rk6foPACycWgsAy5daCwBLb6UO0Z944om0adMmW2yxRZX2oUOHZvbs2VlnnXWSJFdccUV22mmn/P3vf0/t2rXnC8vnPf72TUgXRaNG9b9/JgBgiam1ALB8qbUAsPRW6hD9ueeey49//OP52mvVqlXlbPPatWunWbNm+eSTT7Ltttvm888/z5w5c1Kz5jebN2nSpNSpUyfrrrvuYj3/lClf5jv3PAUAvqVx46X7Yq7WAsDCqbUAsHwtSq1daUP0ysrKvP766/nNb34zX/uuu+6a448/Pr169UqSTJ8+Pe+//35atmyZNm3apGbNmhk9enQ6d+6cJBk1alTat2+f0tLFu49qZWUcbADAcqTWAsDypdYCwNJbaUP0Dz/8MF9//fV8Q7mUlJSkR48eGThwYDbZZJOsv/76ufbaa7PRRhtlp512So0aNbLffvvl/PPPzyWXXJJPP/00t956ay699NJq2hIAAAAAAFZVK22IPmXKlCTJeuutN9+0008/PTVr1kyfPn3y1VdfZfvtt8+QIUNSo0aNJEnfvn1z/vnn54gjjki9evVy4oknZrfddluh/QcAAAAAYNVXUlnpwq5iJk82dhwALEyTJks3TqtaCwALp9YCwPK1KLV28QYJBwAAAACANYgQHQAAAAAAihCiAwAAAABAEUJ0AAAAAAAoQogOAAAAAABFCNEBAAAAAKAIIToAAAAAABQhRAcAAAAAgCKE6AAAAAAAUIQQHQAAAAAAihCiAwAAAABAEUJ0AAAAAAAoQogOAAAAAABFCNEBAAAAAKAIIToAAAAAABQhRAcAAAAAgCKE6AAAAAAAUIQQHQAAAAAAihCiAwAAAABAEUJ0AAAAAAAoQogOAAAAAABFCNEBAAAAAKAIIToAAAAAABQhRAcAAAAAgCKE6AAAAAAAUIQQHQAAAAAAihCiAwAAAABAEUJ0AAAAAAAoQogOAAAAAABFCNEBAAAAAKAIIToAAAAAABQhRAcAAAAAgCKE6AAAAAAAUIQQHQAAAAAAihCiAwAAAABAEStFiF5eXp699947I0eOLLRdfPHFadWqVZWfu+++uzD90UcfzS677JKOHTumd+/e+eyzzwrTKisrc8UVV2T77bdPly5dctlll6WiomKFbhMAAAAAAKu+mtXdgVmzZqVPnz55++23q7SPGzcuffr0yf77719oq1evXpLktddey9lnn50LLrggrVu3zoABA9K3b9/cdNNNSZLbbrstjz76aAYNGpQ5c+bk9NNPT6NGjXLUUUetuA0DAAAAAGCVV61nor/zzjs58MAD89///ne+aePGjcvWW2+dJk2aFH7q1q2bJLn77ruz5557Zr/99kvr1q1z2WWXZcSIEfnggw+SJHfeeWdOOumkdO7cOdtvv31OO+20DBs2bIVuGwAAAAAAq75qDdFffPHFdO3aNcOHD6/S/tVXX+WTTz5JixYtFrjcmDFj0rlz58LjjTfeOE2bNs2YMWPyySefZOLEidluu+0K0zt16pQPP/wwn3766XLZDgAAAAAAVk/VOpzLIYccssD2cePGpaSkJDfeeGOeffbZNGjQIL/85S8LQ7t8+umn2WCDDaos06hRo3z88ceZNGlSklSZ3rhx4yTJxx9/PN9yAAAAAABQTLWPib4g48ePT0lJSVq2bJn/+Z//yUsvvZRzzz039erVy6677pqZM2emVq1aVZapVatWysvLM3PmzMLjb09LvrmB6eIoKVnKDQEAFkqtBYDlS60FgKW3Uobo++23X3r27JkGDRokSVq3bp333nsv99xzT3bdddfUrl17vkC8vLw8devWrRKY165du/D/JIUx1RdVo0b1l3JLAICFUWsBYPlSawFg6a2UIXpJSUkhQJ+nZcuWeeGFF5IkG264YSZPnlxl+uTJk9OkSZNsuOGGSZJJkyalWbNmhf8nSZMmTRarH1OmfJnKyiXZAgBYMzRuvHRfzNVaAFg4tRYAlq9FqbUrZYh+7bXX5tVXX83tt99eaBs7dmxatmyZJOnYsWNGjRqVXr16JUkmTpyYiRMnpmPHjtlwww3TtGnTjBo1qhCijxo1Kk2bNl3s8dArK+NgAwCWI7UWAJYvtRYAlt5KGaL37NkzQ4YMydChQ7PrrrvmH//4Rx588MHceeedSZKDDz44hx12WLbZZpu0b98+AwYMSI8ePdK8efPC9CuuuCIbbbRRkuTKK6/Mr371q2rbHgAAAAAAVk0rZYjeoUOHXHvttbnuuuty7bXXZpNNNsmVV16ZsrKyJElZWVkuvPDCXHfddZk2bVp22GGHXHTRRYXljzrqqEyZMiUnnHBCatSokQMOOCBHHnlkNW0NAAAAAACrqpLKShd2FTN5srHjAGBhmjRZunFa1VoAWDi1FgCWr0WptaUroB8AAAAAALBKEqIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChipQjRy8vLs/fee2fkyJGFttGjR+eggw5KWVlZdt9999x3331Vltlnn33SqlWrKj9vvfVWkqSysjJXXHFFtt9++3Tp0iWXXXZZKioqVug2AQAAAACw6qtZ3R2YNWtW+vTpk7fffrvQNmnSpPz617/OwQcfnN/97nf597//nb59+6ZJkybp0aNH5s6dm/feey933313WrRoUViuYcOGSZLbbrstjz76aAYNGpQ5c+bk9NNPT6NGjXLUUUet6M0DAAAAAGAVVq0h+jvvvJM+ffqksrKySvtTTz2Vxo0b59RTT02StGjRIiNHjswjjzySHj16ZMKECZk9e3Y6dOiQ2rVrz7feO++8MyeddFI6d+6cJDnttNNy7bXXCtEBAAAAAFgs1Tqcy4svvpiuXbtm+PDhVdp33HHHXHrppfPN/9VXXyX5JnzfeOONFxigf/LJJ5k4cWK22267QlunTp3y4Ycf5tNPP13GWwAAAAAAwOqsWs9EP+SQQxbY3qxZszRr1qzweMqUKfnzn/+cE088MUkybty4rLXWWjn22GPzxhtvZLPNNssZZ5yRDh06ZNKkSUmSDTbYoLB848aNkyQff/xxlfbvU1Ky2JsEACwGtRYAli+1FgCWXrWPif59Zs6cmRNPPDGNGzfOL37xiyTJu+++m2nTpuXnP/95TjrppNx777054ogj8thjj2XmzJlJklq1ahXWMe//5eXli/XcjRrVX0ZbAQAsiFoLAMuXWgsAS2+lDtG//vrrHH/88Xnvvffy+9//PnXr1k2SXHTRRZk5c2bq1auXJDn//PPzyiuv5KGHHsoPf/jDJN8E5vOGe5kXns9bflFNmfJlvjNcOwDwLY0bL90Xc7UWABZOrQWA5WtRau1KG6J/9dVXOfroo/Pf//43d9xxR1q0aFGYVrNmzUKAniQlJSVp2bJlPvnkk2y44YZJkkmTJhWGhJk3xEuTJk0Wqw+VlXGwAQDLkVoLAMuXWgsAS69abyxaTEVFRU444YRMmDAhd911V7bccssq0w877LAMGjSoyvz/93//l5YtW2bDDTdM06ZNM2rUqML0UaNGpWnTpos1HjoAAAAAAKyUZ6Lff//9GTlyZG644Yasu+66hTPJ11prrTRo0CA777xzrr/++rRp0yabbbZZ7rzzznz55ZfZf//9kyQHH3xwrrjiimy00UZJkiuvvDK/+tWvqm17AAAAAABYNa2UIfoTTzyRioqKHHvssVXau3TpkrvuuitHHnlkZs2alYsvvjiTJ09Ox44dc9tttxWGeDnqqKMyZcqUnHDCCalRo0YOOOCAHHnkkdWwJQAAAAAArMpKKiuNjlbM5MluwAIAC9OkydLd7EytBYCFU2sBYPlalFq7Uo6JDgAAAAAAKwMhOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoIglCtEPP/zwfPHFF/O1f/bZZ+nVq9dSdwoAAAAAAFYGNRd1xmeffTavvfZakuSll17KjTfemLXXXrvKPO+//34+/PDDZdtDAAAAAACoJot8Jvpmm22WF198MSNHjkxlZWVeeeWVjBw5svDz4osv5ssvv8yAAQMWuxPl5eXZe++9M3LkyELbBx98kCOPPDLbbLNN9tprr/zjH/+ossy//vWv7L333unYsWMOP/zwfPDBB1Wm33777dlxxx1TVlaWfv36ZcaMGYvdLwAAAAAA1myLfCZ68+bNc+eddyZJ+vbtm7PPPjv16tVb6g7MmjUrffr0ydtvv11oq6ysTO/evbPVVlvlj3/8Y5566qmccMIJeeyxx9K0adN89NFH6d27d0488cTsuOOOuf7663P88cfn4YcfTklJSZ544okMGjQol19+eRo1apS+ffvm8ssvT//+/Ze6vwAAAAAArDmWaEz0Sy+9NPXq1cukSZMyceLEfPTRR1V+FtU777yTAw88MP/973+rtL/wwgv54IMPcuGFF2bzzTfPsccem2222SZ//OMfkyT33Xdf2rVrl1/96lfZcsstc+mll+bDDz/Miy++mCS58847c8QRR6Rnz57p0KFDLrjggvzxj390NjoAAAAAAItlkc9E/7Z//vOfOffcczNx4sQk35w5XlJSUvj3zTffXKT1vPjii+natWt++9vfZptttim0jxkzJltvvXWVMdc7deqU0aNHF6Z37ty5MK1u3bpp27ZtRo8enc6dO+f111/PCSecUJi+zTbbZPbs2Rk7dmzKysqWZJMBAAAAAFgDLVGIfuGFF6ZDhw654YYblmpIl0MOOWSB7ZMmTcoGG2xQpa1Ro0b5+OOPv3f6F198kVmzZlWZXrNmzTRo0KCw/KIqKVms2QGAxaTWAsDypdYCwNJbohD9448/zi233JLmzZsv6/4kSWbMmJFatWpVaatVq1bKy8u/d/rMmTMLj4stv6gaNaq/uF0HABaDWgsAy5daCwBLb4lC9M6dO2fUqFHLLUSvXbt2pk6dWqWtvLw8derUKUz/biBeXl6eddddN7Vr1y48/u70unXrLlY/pkz5MpWVi9l5AFiDNG68dF/M1VoAWDi1FgCWr0WptUsUom+33Xa54IIL8swzz2TTTTfNWmutVWX6t8cjXxIbbrhh3nnnnSptkydPLgzRsuGGG2by5MnzTW/Tpk0aNGiQ2rVrZ/Lkydl8882TJHPmzMnUqVPTpEmTxepHZWUcbADAcqTWAsDypdYCwNJb4huLtmvXLlOmTMmUKVOqTCtZBgOudezYMUOGDMnMmTMLZ5+PGjUqnTp1KkwfNWpUYf4ZM2bkP//5T0444YSUlpamffv2GTVqVLp27ZokGT16dGrWrJnWrVsvdd8AAAAAAFhzLFGIftdddy3rflTRpUuXbLzxxunbt2+OP/74/P3vf89rr72WSy+9NEnys5/9LEOHDs2QIUPSs2fPXH/99WnWrFkhND/kkEPSv3//bLXVVtlggw1y/vnn58ADD1zs4VwAAAAAAFizLVGI/uCDDy50+n777bckqy2oUaNGBg8enLPPPju9evXKpptumuuvvz5NmzZNkjRr1iwDBw7MJZdckuuvvz5lZWW5/vrrC2fB/+QnP8mHH36Y/v37p7y8PLvttltOP/30peoTAAAAAABrnpLKysUfHW3nnXeu8nju3LmZMmVKatasmQ4dOuTOO+9cZh2sTpMnuwELACxMkyZLd7MztRYAFk6tBYDla1Fq7RKdif63v/1tvravv/46/fv3T6tWrZZklQAAAAAAsNIpXVYrWmeddXLiiSfmtttuW1arBAAAAACAarXMQvQkGTt2bCoqKpblKgEAAAAAoNos0XAuhx12WOEmnvN8/fXX+b//+78ceeSRy6JfAAAAAABQ7ZYoRO/atet8bbVq1cppp52Wbt26LXWnAAAAAABgZbBEIfoJJ5xQ+P9XX32VuXPnZr311ltmnQIAAAAAgJXBEoXoSXLHHXfklltuyeTJk5Mk66+/fg4++OAqATsAAAAAAKzKlihEv/7663P33Xfn5JNPTllZWSoqKvLKK69k0KBBqVWrVo455phl3U8AAAAAAFjhlihEv/feezNgwIDsvPPOhbY2bdpkww03zIABA4ToAAAAAACsFkqXZKGvvvoqLVq0mK99s802y2effba0fQIAAAAAgJXCEoXoZWVlufXWW1NRUVFomzt3boYOHZoOHToss84BAAAAAEB1WqLhXPr27ZtDDz00//rXv9K2bdskyb///e+Ul5fnlltuWaYdBAAAAACA6rJEIfrmm2+efv36ZerUqRk/fnxq166dv//977nuuuvSunXrZd1HAAAAAACoFks0nMtdd92V888/P/Xr18/555+fvn375rDDDstpp52We++9d1n3EQAAAAAAqkVJZWVl5eIutPPOO+fcc89Nz549q7Q//fTTufTSS/PUU08tsw5Wp8mTv8zivzoAsOZo0qT+Ui2v1gLAwqm1ALB8LUqtXaIz0T///PP84Ac/mK99s802y+TJk5dklQAAAAAAsNJZohC9U6dOGThwYGbMmFFomzVrVm688caUlZUts84BAAAAAEB1WqIbi/bv3z+/+tWv0r1797Ro0SJJ8t///jeNGzfO4MGDl2X/AAAAAACg2ixRiP6DH/wgjz32WJ577rm89957qVmzZlq0aJHu3bunRo0ay7qPAAAAAABQLZYoRE+SWrVq5cc//vGy7AsAAAAAAKxUlmhMdAAAAAAAWBMI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKWGlD9AceeCCtWrWa76d169ZJkuOOO26+aX//+98Ly99+++3ZcccdU1ZWln79+mXGjBnVtSkAAAAAAKyialZ3B4rZa6+9suOOOxYez5kzJ0cccUR69OiRJBk3blwuv/zydOvWrTDPeuutlyR54oknMmjQoFx++eVp1KhR+vbtm8svvzz9+/dfodsAAAAAAMCqbaU9E71OnTpp0qRJ4efhhx9OZWVlTjvttJSXl2fChAlp3759lXlq1aqVJLnzzjtzxBFHpGfPnunQoUMuuOCC/PGPf3Q2OgAAAAAAi2WlDdG/berUqbn55pvTp0+f1KpVK+PHj09JSUmaN28+37xz587N66+/ns6dOxfattlmm8yePTtjx45dkd0GAAAAAGAVt0qE6Pfcc0822GCD7LHHHkmS8ePHp169ejnjjDPSvXv3HHDAARkxYkSS5IsvvsisWbOywQYbFJavWbNmGjRokI8//rha+g8AAAAAwKpppR0TfZ7Kysrcd999Ofroowtt48ePz8yZM9O9e/ccc8wxefLJJ3Pcccdl+PDhady4cZIUhnaZp1atWikvL1+s5y4pWfr+AwDFqbUAsHyptQCw9Fb6EP3111/PJ598kp/85CeFtuOPPz6HHXZY4UairVu3zr///e/ce++9+e1vf5sk8wXm5eXlqVu37mI9d6NG9Zey9wDAwqi1ALB8qbUAsPRW+hD9ueeeS+fOnQuBeZKUlpZWeZwkLVu2zDvvvJMGDRqkdu3amTx5cjbffPMkyZw5czJ16tQ0adJksZ57ypQvU1m59NsAAKurxo2X7ou5WgsAC6fWAsDytSi1dqUP0V977bVsu+22VdrOOuuslJSU5NJLLy20jR07NltttVVKS0vTvn37jBo1Kl27dk2SjB49OjVr1kzr1q0X67krK+NgAwCWI7UWAJYvtRYAlt5Kf2PRt99+O1tssUWVtp133jmPPPJIHnzwwbz//vsZNGhQRo0alf/5n/9JkhxyyCEZOnRonnrqqbz22ms5//zzc+CBBy72cC4AAAAAAKzZVvoz0SdPnpx11123Sttuu+2W8847LzfccEM++uijbLnllrnlllvSrFmzJMlPfvKTfPjhh+nfv3/Ky8uz22675fTTT6+O7gMAAAAAsAorqax0YVcxkycbOw4AFqZJk6Ubp1WtBYCFU2sBYPlalFq70g/nAgAAAAAA1UWIDgAAAAAARQjRAQAAAACgCCE6AAAAAAAUIUQHAAAAAIAihOgAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBFCdAAAAAAAKEKIDgAAAAAARQjRAQAAAACgCCE6AAAAAAAUIUQHAAAAAIAihOgAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBE1q7sDAAAAVK/S0pKUlpZUdzfWGBUVlamoqKzubgAAi0iIDgAAsAYrLS1JwwZ1U1qjRnV3ZY1RMXduPp86Q5AOAKsIIToAAMAarLS0JKU1auTNiy7K9Pffr+7urPbW3nTTtDn33JSWlgjRAWAVIUQHAAAg099/P1+99XZ1dwMAYKXjxqIAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBFCdAAAAAAAKEKIDgAAAAAARQjRAQAAAACgCCE6AAAAAAAUIUQHAAAAAIAihOgAAAAAAFCEEB0AAAAAAIqoWd0dAIDvU1paktLSkuruxhqjoqIyFRWV1d0NAAAAWCkI0QFYqZWWlqRhg7oprVGjuruyxqiYOzefT50hSAcAAIAI0QFYyZWWlqS0Ro28edFFmf7++9XdndXe2ptumjbnnpvS0pKVLkR3RcKK5YoEAACAbwjRAVglTH///Xz11tvV3Q2qSWlpSRo0WDs1aridy4oyd25Fpk6dLkgHAADWeEJ0AGClV1pakho1SnPO75/Lu59Oq+7urPY222C9XHzIjivlFQkAAAAr2kodoj/55JM54YQTqrTtvvvuue666/Kf//wn5513Xt56661sscUWueCCC9KuXbvCfI8++miuueaaTJo0Kd27d89FF12U9ddff0VvAgCwDL376bSM/fCz6u4GAAAAa5CVOkR/55130rNnz1x00UWFttq1a2f69Ok55phj8tOf/jS/+93vcs899+TYY4/Nk08+mbXXXjuvvfZazj777FxwwQVp3bp1BgwYkL59++amm26qxq0BAIDVi3sVrFjuVQAAUD1W6hB93Lhx2WqrrdKkSZMq7ffff39q166dM844IyUlJTn77LPz7LPP5i9/+Ut69eqVu+++O3vuuWf222+/JMlll12Wnj175oMPPkjz5s2rYUsAAGD1UlpakgYN66ZGaY3q7soaY27F3Ez9fIYgHQBgBVvpQ/Qf/vCH87WPGTMmnTp1SknJN2e9lJSUZNttt83o0aPTq1evjBkzJr/+9a8L82+88cZp2rRpxowZI0QHAIBloLS0JDVKa+SCJy7Ie5+/V93dWe21aNgi5+1+nnsVAABUg5U2RK+srMy7776bf/zjH7npppsyd+7c7LHHHjnppJMyadKkbLHFFlXmb9SoUd5+++0kyaeffpoNNthgvukff/zxCus/AACsCd77/L28Nemt6u4GAAAsNyttiP7RRx9lxowZqVWrVq655ppMmDAhF198cWbOnFlo/7ZatWqlvLw8STJz5syFTl9UJYZ3BGANtiLqoFq78rOPYOXj93L1odYCwKphpQ3RN9lkk4wcOTLrrbdeSkpK0qZNm1RUVOT0009Ply5d5gvEy8vLU6dOnSTf3Hx0QdPr1q27WH1o1Kj+0m0EAKyiGjZcZ4U8j1q7cltR7wNg0fm9XH2otQCw6lhpQ/QkadCgQZXHm2++eWbNmpUmTZpk8uTJVaZNnjy5MITLhhtuuMDp371B6feZMuXLVBpuEKBa1ahRKjCoBp9//nXmzq343vkaN166L+aLWmu9D6rHor4PWDP5vawey+P30r6sHitbrQWANdWi1NqVNkR/7rnnctppp+WZZ54pnEH+5ptvpkGDBunUqVNuvvnmVFZWpqSkJJWVlXnllVfym9/8JknSsWPHjBo1Kr169UqSTJw4MRMnTkzHjh0Xqw+VlXGwAcAaa0XUQLV25Wf/wMrH7+XqQ60FgFVDaXV3oJiysrLUrl0755xzTsaPH58RI0bksssuy9FHH5099tgjX3zxRQYMGJB33nknAwYMyIwZM7LnnnsmSQ4++OA89NBDue+++zJ27NicccYZ6dGjR5o3b17NWwUAAAAAwKpkpQ3R69Wrl6FDh+azzz7Lz372s5x99tn5xS9+kaOPPjr16tXLTTfdVDjbfMyYMRkyZEjWXnvtJN8E8BdeeGGuv/76HHzwwVlvvfVy6aWXVvMWAQAAAACwqllph3NJki233DK33XbbAqd16NAhf/rTn4ou26tXr8JwLgAAAAAAsCRW2jPRAQAAAACgugnRAQAAAACgiJV6OBcAAFY/paUlKS0tqe5urDEqKipTUVFZ3d0AAIBVlhAdAIAVprS0JA0b1E1pjRrV3ZU1RsXcufl86gxBOgAALCEhOgAAK0xpaUlKa9TI5AfOyuzJ46u7O6u9tRq3TONev0tpaYkQHQAAlpAQHQCAFW725PGZ/fGb1d0NAACA7+XGogAAAAAAUIQQHQAAAAAAihCiAwAAAABAEUJ0AAAAAAAoQogOAAAAAABFCNEBAAAAAKAIIToAAAAAABQhRAcAAAAAgCKE6AAAAAAAUIQQHQAAAAAAihCiAwAAAABAETWruwMAy0tpaUlKS0uquxtrjIqKylRUVFZ3NwAAAACWKSE6sFoqLS1Jg4Z1U6O0RnV3ZY0xt2Jupn4+Q5AOAAAArFaE6MBqqbS0JDVKa+SCJy7Ie5+/V93dWe21aNgi5+1+XkpLS4ToAAAAwGpFiA6s1t77/L28Nemt6u4GAAAAAKsoNxYFAAAAAIAihOgAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBFuLLqMlJaWpLS0pLq7scaoqKhMRUVldXcDAAAAAFjNCdGXgdLSkjRosHZq1HBi/4oyd25Fpk6dLkgHAAAAAJYrIfoyUFpakho1SnPO75/Lu59Oq+7urPY222C9XHzIjiktLRGiAwAAAADLlRB9GXr302kZ++Fn1d0NAAAAAACWEeOPAAAAAABAEUJ0AAAAAAAoQogOAAAAAABFCNEBAAAAAKAIIToAAAAAABQhRAcAAAAAgCJW6hD9k08+yUknnZQuXbpkxx13zKWXXppZs2YlSS6++OK0atWqys/dd99dWPbRRx/NLrvsko4dO6Z379757LPPqmszAAAAAABYRdWs7g4UU1lZmZNOOinrrrtuhg0blmnTpqVfv34pLS3NmWeemXHjxqVPnz7Zf//9C8vUq1cvSfLaa6/l7LPPzgUXXJDWrVtnwIAB6du3b2666abq2hwAAAAAAFZBK+2Z6OPHj8/o0aNz6aWXZsstt0znzp1z0kkn5dFHH02SjBs3LltvvXWaNGlS+Klbt26S5O67786ee+6Z/fbbL61bt85ll12WESNG5IMPPqjOTQIAAAAAYBWz0oboTZo0yS233JLGjRtXaf/qq6/y1Vdf5ZNPPkmLFi0WuOyYMWPSuXPnwuONN944TZs2zZgxY5ZnlwEAAAAAWM2stCH6uuuumx133LHwuKKiInfffXe23377jBs3LiUlJbnxxhvzox/9KPvss0/+9Kc/Feb99NNPs8EGG1RZX6NGjfLxxx+vsP4DAAAAALDqW2nHRP+uyy+/PP/5z39y//3359///ndKSkrSsmXL/M///E9eeumlnHvuualXr1523XXXzJw5M7Vq1aqyfK1atVJeXr5Yz1lSsiy3gOXBPoKVj9/L1ceK2JfeLys/+2j1YV+uPuzL1YdaCwCrhlUiRL/88stzxx135Oqrr85WW22VLbfcMj179kyDBg2SJK1bt857772Xe+65J7vuumtq1649X2BeXl5eGDN9UTVqVH9ZbQLLQcOG61R3F4Dv8Hu5+lhR+1KtXbn5nV592JerD/ty9aHWAsCqY6UP0S+66KLcc889ufzyy7P77rsnSUpKSgoB+jwtW7bMCy+8kCTZcMMNM3ny5CrTJ0+enCZNmizWc0+Z8mUqK79/vho1Sh3MVoPPP/86c+dWVHc3WEn5vawey+P30r6sHou6Lxs3Xrov5mrtys3v9OrDvlx92Jerj5Wt1gLAmmpRau1KHaIPGjQof/jDH3LVVVdljz32KLRfe+21efXVV3P77bcX2saOHZuWLVsmSTp27JhRo0alV69eSZKJEydm4sSJ6dix42I9f2VlHGys5OwfWPn4vVx9rIh9qdau/Oyf1Yd9ufqwL1cfai0ArBpW2huLjhs3LoMHD86vf/3rdOrUKZMmTSr89OzZMy+99FKGDh2a//73v/n973+fBx98ML/61a+SJAcffHAeeuih3HfffRk7dmzOOOOM9OjRI82bN6/mrQIAAAAAYFWy0p6J/vTTT2fu3Lm54YYbcsMNN1SZ9n//93+59tprc9111+Xaa6/NJptskiuvvDJlZWVJkrKyslx44YW57rrrMm3atOywww656KKLqmMzAAAAAABYha20IfoxxxyTY445puj0XXbZJbvsskvR6b169SoM5wKLo7S0JKWlbmG/olRUVKaiwvWlAAAAAKycVtoQHapDaWlJGjaom9IaNaq7K2uMirlz8/nUGYJ0AAAAAFZKQnT4ltLSkpTWqJHJD5yV2ZPHV3d3VntrNW6Zxr1+l9LSEiE6AAAAACslIToswOzJ4zP74zeruxsAAAAAQDUrre4OAAAAAADAykqIDgAAAAAARQjRAQAAAACgCCE6AAAAAAAUIUQHAAAAAIAihOgAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBFCdAAAAAAAKEKIDgAAAAAARQjRAQAAAACgCCE6AAAAAAAUIUQHAAAAAIAihOgAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBFCdAAAAAAAKEKIDgAAAAAARQjRAQAAAACgCCE6AAAAAAAUIUQHAAAAAIAihOgAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBFCdAAAAAAAKEKIDgAAAAAARQjRAQAAAACgCCE6AAAAAAAUIUQHAAAAAIAihOgAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBGrbYg+a9as9OvXL507d0737t1z6623VneXAAAAAABYxdSs7g4sL5dddlneeOON3HHHHfnoo49y5plnpmnTptljjz2qu2sAAAAAAKwiVssQffr06bnvvvty8803p23btmnbtm3efvvtDBs2TIgOAAAAAMAiWy1D9LFjx2bOnDkpKysrtHXq1Ck33nhjKioqUlq62o5iAwAAAEuktLQkpaUl1d2NNUZFRWUqKiqXy7rtyxVree5LYOWwWobokyZNSsOGDVOrVq1CW+PGjTNr1qxMnTo166+//iKtp7Q0qVyMz8DWTddP3Vqr5Uu6Utm08bqF/y+vv4fU2qhNStaqu3xWTsFajVoU/r+89uVWjbdKnZp1ls/KKfhBgx8U/r+89mW9LbdMaR37cnlbu3nzwv9XxN+c1dqVk1q7+lBrVx9q7epjZa21JSUlWW+9tVOjhpPOVpS5cysybdr0VC7OwdAiKCkpScP16qakRo1lul6Kq5w7N59Pm7HM92Xyzf4sKfEHkRWlsrJyuezHxL5c0Zb1viypXF7vjGr04IMP5tprr83f//73QtsHH3yQXXbZJSNGjMhGG21Ujb0DAAAAAGBVsVr+ibl27dopLy+v0jbvcR1nVgAAAAAAsIhWyxB9ww03zOeff545c+YU2iZNmpQ6depk3XXXXciSAAAAAADw/6yWIXqbNm1Ss2bNjB49utA2atSotG/f3k1FAQAAAABYZKtloly3bt3st99+Of/88/Paa6/lqaeeyq233prDDz+8ursGAAAAAMAqZLW8sWiSzJgxI+eff37++te/pl69ejnqqKNy5JFHVne3AAAAAABYhay2IToAAAAAACyt1XI4FwAAAAAAWBaE6AAAAAAAUIQQHQAAAAAAihCiAwB8x+zZszNw4MD8+Mc/Trt27dKjR49ceuml+eqrr5ZofWeddVbOOuusZdxLvm1Z7zNWTTvvvHNatWo138/BBx/8vcu2atUqI0eOLKzngQceWN7dXSMdc8wx6du3b5W2Rx99NK1atcrAgQOrtA8ePDj77rtvlX3zfd5888288sory6y/LD9q7apHrUWdXTWotctHzeruAADAyuaKK67Iv/71r1x88cVp3rx5PvjggwwYMCDvv/9+brzxxsVe39lnn70cesm3Let9xqqrX79+2Wuvvaq0rbXWWtXUG76rc+fOefjhh6u0jRw5MhtssEFGjhyZE088sdA+evTodOnSJbfcckvWW2+9RVp/7969c8IJJ2Tbbbddpv1m2VNrVz1qLYk6uypQa5cPZ6IDAHzHn/70p5x88snp1q1bmjVrlm7duuX888/P3//+93z66aeLvb769eunfv36y6GnzLOs9xmrrvr166dJkyZVfho0aFDd3eL/16lTp4wbNy5ff/11oW3kyJE56qijMnr06MycObPQPmbMmHTp0iVNmjRJrVq1qqO7LEdq7apHrSVRZ1cFau3yIUQHAPiOkpKSvPDCC6moqCi0lZWV5c9//nMaNmyYnXfeObfffnt++tOfZptttskxxxyTSZMmJfnmAHXnnXfOeeedl06dOmXIkCFVLjEfOHBg+vTpk/POOy/bbrttunXrlptvvrnwPBUVFbniiivStWvXdO3aNYMHD86uu+66yJdXrqkWZZ99+7LhkSNHplWrVkmSCRMmpFWrVnnmmWey8847p6ysLBdffHHeeuut9OrVK9tss02OPfbYwuXqZ511Vi6//PKccsop6dixY/baa6/85z//ydVXX53OnTvnRz/6UR5//PHCc02cODG/+c1v0rFjx+y8884ZNGhQ5s6dmyR54IEHctBBB6V3797p1KnTfGcNsex89dVX6du3b7p165Z27dpljz32yFNPPVXd3VrjtG/fPmuttVb+/e9/J0k+/vjjfPTRR/n5z3+e+vXrFy4Pf/fddzNt2rR07tx5viEAhg0blgMPPDDt27fPvvvumzfeeCNJcthhh+XDDz9M3759C5+5b731Vg477LB06NAhu+++e4YNG1boy8CBA3P88cfn0EMPTZcuXfLiiy+uyJdijafWrnrUWhZGnV15qLXLhxAdAOA7Dj/88Nx1112FL+hPPPFEZs6cmS222KJwuerAgQNz9NFHZ/jw4ZkxY0aVyyI//PDDlJeX54EHHsjee+893/qfeOKJ1K5dO3/6059y1FFH5Yorrsi7776bJLnpppvy4IMP5sorr8xtt92WZ555Jh988MGK2fBV2KLss+8zZMiQDB48OBdddFHuuuuunHDCCenTp0+GDh2a0aNH5/777y/Me8cdd6RLly55+OGH06BBgxxxxBGZMmVKhg8fXuhDRUVFKisrc8IJJ6RRo0b505/+lEsvvTSPPPJIlcveX3311WyxxRa59957071792X+2vCNAQMG5N13382tt96aRx99NJ07d87ZZ5+d8vLy6u7aGqVWrVrp2LFjXnvttSTJCy+8kHbt2mWdddbJdtttV/gCP3r06Gy55ZZp2LDhfOsYOHBgjjnmmDz88MOpX79+Lr744kL7RhttlH79+uXss8/OzJkz8+tf/7oQmp155pkZPHhwHnzwwcK6nn766ey9996544470qFDh+X/AlCg1q561FoWRp1deai1y4cQHQDgO3r37p3LL788G220Ue69996cdNJJ2XHHHfPHP/6xMM/Pfvazwk14Lrnkkrz66qt56623CtOPPvrobLrppmnatOl862/QoEHOPPPMbLrppjn66KPToEGDwtkdv//973PKKaeke/fu2XrrrfO73/0ulZWVy3+jV3GLss++z/HHH5/WrVtn7733TqNGjfKTn/wkO+ywQzp16pRu3bpl/PjxhXnbtWuXQw45JJtuumn23nvvzJgxI+ecc04233zzHHbYYZk2bVomT56cF154IR999FEuuuiitGzZMl27ds2ZZ56ZO++8s7CukpKSHHfccdl8882z/vrrL9PXZU103nnnpaysrMrP9OnTs9122+XCCy9MmzZt0qJFi/zqV7/K1KlTM2XKlOru8hqnc+fOhS/2I0eOTNeuXZMkXbp0qfLFvkuXLgtcfv/9988uu+ySzTbbLL/85S8Ln58NGjRIjRo1CsN6PPLII2nUqFFOOeWUtGjRIjvvvHN+85vfVPn9a9y4cQ4++OC0adMmderUWZ6bzXeotasetZZEnV1VqLXLnhuLAgAswD777JN99tknn3/+ef7xj3/k7rvvztlnn124LPnbN9Jp3rx5GjRokHHjxhW+mDVr1qzoups1a5YaNWoUHq+zzjqZM2dOPvvss3z66adp3759YVrLli0X+SY/a7rv22ffp3nz5oX/16lTJ5tsskmVx98+k+rb+7dOnTpp3Lhx4UtB7dq1kyTl5eUZN25cpk6dmk6dOhXmr6ioyMyZM/P5558nSRo1arRKf6FY2Zx00knZbbfdqrTVrVs3++23X5566qnce++9GT9+fOES53mX+7PidO7cuXCG2siRI3PRRRcl+eaL/e9+97uUl5dn9OjROe644xa4fIsWLQr/r1evXmbPnr3A+caPH5+xY8emrKys0DZ37twqn7/f/j1nxVNrVz1qLersqkGtXfaE6AAA3zJ27Ng8+OCDhTH+GjZsmJ/+9KfZfffds9tuu+WFF15IktSsWfUwau7cuSkt/X8X+c37crcgC7rkubKysrDO754N5+y4hVvUffZtC/pC9+2D/SRV9ud3fXf/F5t3zpw5admyZQYPHjzftHk3wFvYe4XF16hRo2y66abztZ9++ul59dVXs+++++bggw9OkyZN8otf/KIaekhZWVk+/fTTvP766/n0008LQemWW26Z+vXr56WXXso777xT9Oy4RR02Ys6cOenWrVv69+9fdB6/f9VDrV31qLXMo86uGtTaZc9wLgAA3zJ37tzcdttt+c9//lOlvVatWqlTp07h7LexY8cWpr3//vv58ssvF/ksrGLWXXfdbLDBBoUzd5Lkgw8+yBdffLFU613dLco+W2uttfL1118Xpq2osW8322yzfPTRR1l//fWz6aabZtNNN82ECRNy3XXXpaSkZIX0gW9udvboo4/m6quvzkknnZRdd90106ZNSyI4qw5rr7122rRpk+HDh6d9+/apW7dukm+GW9huu+3ywAMPpEWLFks95MJmm22Wd999N82aNSv8/o0ePTp33XXXstgMloJau+pRa1kYdXblo9Yue0J0AIBvadu2bXr06JHjjz8+jzzySCZMmJDRo0fnvPPOS3l5eeHy1TvvvDNPP/10xo4dm379+mWHHXaoctnjkjrssMNy3XXX5fnnn8/YsWPTt2/fJPElcCEWZZ+1b98+999/f956662MHDkyt9566wrpW/fu3bPJJpvk9NNPz//93//l5Zdfzrnnnpu6devOdzYey0+tWrVSt27d/PWvf82ECRPy3HPP5cILL0wSNzyrJtttt13+/Oc/z3cGXJcuXfL0009nu+22W6L1rr322hk/fnymTp2affbZJzNnzkz//v0zbty4jBgxIgMGDEijRo2WxSawFNTaVY9ay8KosysntXbZEqIDAHzHNddck3333TeDBg3KnnvumWOPPTZfffVV7r777tSrVy/JNzfbueqqqwqXq1599dXL5Ll/9atfZdddd82JJ56YI444Ij179kxJSckiX1K5pvq+fXbKKadk3XXXTa9evTJgwICcfPLJK6RfNWrUyA033JCKiooceOCBOfHEE7PTTjvlnHPOWSHPzzdq1aqVyy+/PE888UR+8pOf5He/+12OO+64NGnSJG+++WZ1d2+N1KlTp0yfPr1wo7N5unTpkhkzZhS9vPz7HHzwwRk2bFjOOeec1KtXLzfffHPee++97LfffjnnnHNy6KGH5thjj10Wm8BSUmtXPWotxaizKye1dtkqqXRdBQDAYtl5551zwgknpFevXst83c8++2zatWtXuLTys88+S7du3fL0008v9AZqALA6UWsBWJm4sSgAwEpk+PDh+f3vf5/TTjstJSUlufbaa9O+fXtf6gFgGVFrAVhchnMBAFiJ9O/fP6WlpTnooINy4IEHpqKiItdff311dwsAVhtqLQCLy3AuAAAAAABQhDPRAQAAAACgCCE6AAAAAAAUIUQHAAAAAIAihOgAAAAAAFCEEB0AAAAAAIoQogMAAAAAQBFCdAAAAAAAKEKIDgAAAAAARQjRAQBgFXTnnXemZ8+ead++fXr16pWXX345SfLWW2/lsMMOS4cOHbL77rtn2LBhhWUqKytz4403Zuedd067du3SvXv3DBo0qDB97NixOeigg9KxY8fsuOOOVabNmjUrl19+eXbaaadss802+c1vfpOJEycmSSZMmJBWrVrlr3/9a3bZZZe0b98+xx57bKZOnbpiXgwAWA7UWmAeIToAAKxi/vOf/+Syyy7Leeedl8cffzydO3fOKaeckunTp+fXv/51OnXqlIcffjhnnnlmBg8enAcffDBJ8uCDD+aOO+7IgAED8pe//CW9e/fOwIED8+9//ztJcsYZZ6RNmzZ59NFHM2DAgNxyyy0ZMWJEkuS8887Lk08+mf/93//NH/7wh8yZMyfHH398KioqCv268cYbc9VVV+Xuu+/O66+/nttuu22FvzYAsCyotcC31azuDgAAAIvnww8/TElJSZo2bZpmzZrllFNOSc+ePfPwww+nUaNGOeWUU5IkLVq0yIcffpg777wz++23XzbeeONceuml6datW5Lk4IMPzvXXX5+33347bdu2zYcffpgf//jH2WSTTdK8efPcdtttadasWaZNm5aHHnooN998c7bffvskyRVXXJEePXrkn//8ZzbbbLMkyUknnZQOHTokSX7605/m9ddfX/EvDgAsA2ot8G1CdAAAWMV07949W221VX76059m6623zo9//OP8/Oc/z7PPPpuxY8emrKysMO/cuXNTo0aNJMn222+fMWPG5Morr8y4cePy5ptvZtKkSYUz3I499thcddVVGT58eHr06JF99903TZo0yZgxY1JRUZGOHTsW1tugQYNsttlmGTduXOGL/aabblqYXq9evcyePXtFvBwAsMyptcC3Gc4FAABWMXXr1s19992XO+64I126dMkDDzyQXr165csvv0y3bt3y4IMPFn4eeeSRwiXm9913X4488sjMmjUru+22W26//fZstNFGhfUec8wxefLJJ/PrX/86H3zwQY444ojcd999qV279gL7MXfu3CqXmK+11lrLdbsBYEVRa4FvE6IDAMAq5tVXX81NN92U7bffPn379s1f/vKXzJo1KxtttFHefffdNGvWLJtuumk23XTTjB49OnfddVeS5J577knv3r3Tr1+/7LfffmnYsGGmTJmSysrKzJo1KxdffHFq1aqVX/7yl7nrrrty4IEH5oknnkjz5s1Ts2bNjB49utCHzz//PO+//37hzDgAWJ2otcC3CdEBAGAVU6dOnVx//fW57777MmHChPz5z3/O9OnTs+uuu2bmzJnp379/xo0blxEjRmTAgAFp1KhRkqRhw4Z5/vnn8+677+aNN97Ib3/728yePTvl5eWpXbt2XnnllVx00UUZP358Xn/99bz88svZeuuts8466+TnP/95LrrooowcOTJjx47N6aefno022ig77LBDNb8aALDsqbXAtwnRAQBgFdOmTZsMGDAgt9xyS/bcc8/ceOONufzyy9OqVavcfPPNee+997LffvvlnHPOyaGHHppjjz02SdKvX7989dVX2XfffXPiiSemVatW2XXXXfPmm28mSa6++urMmDEjBxxwQI466qh07tw5xx9/fJLkzDPPzA9/+MOcdNJJOfjgg1O7du3cfvvtqVWrVrW9DgCwvKi1wLeVVFZWVlZ3JwAAAAAAYGXkTHQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0YHF8tZbb+W3v/1tdthhh7Rr1y7du3fPKaeckrFjx1Z31wr+/Oc/p2fPnmnXrl369++/SMsMHDgwrVq1Kjzeeeedc9ZZZy2vLgIAAACwiqhZ3R0AVh1vv/12fvGLX2SbbbbJOeeck0aNGuXjjz/O3XffnQMPPDB33nlnttlmm+ruZi688MK0aNEiv/vd77LhhhtWd3cAAAAAWIUJ0YFFdtttt6Vhw4a5+eabU7Pm//v42GWXXbLHHntk8ODBGTJkSDX28BtTp07NDjvskK5du1Z3VwAAAABYxRnOBVhkkydPTmVlZSoqKqq0r7322unXr1/23HPPQtthhx2Ws88+O0OGDEmPHj3Svn37HHTQQXnttdeqLPv666/nqKOOSteuXbPtttvmN7/5Td5+++0kydixY9OqVas8+eSThflffvnltGrVKtdcc02h7fPPP0+bNm3y6KOPFoZkuf7669OqVatMmDAhSXLfffelV69e2WabbdKhQ4fsu+++efzxx5fp6wMAAADA6keIDiyyHj165KOPPspBBx2UYcOGZdy4camsrEyS7LHHHtl///2rzP/EE0/k6aefzjnnnJOrrroqkydPzoknnpi5c+cmSV544YUcfPDBSZJLLrkkF198cSZOnJiDDjoo48aNS+vWrbPxxhvnX//6V2Gdzz//fJJvwvR5/vnPf6a0tDRlZWUZPnx4kuSAAw7I8OHDs8EGG2TYsGHp379/dtlll9x000254oorUqtWrZx22mn5+OOPl98LBgAAAMAqz3AuwCI75JBDMmnSpAwdOjQXXnhhkqRhw4bp3r17Dj/88HTo0KHK/HPmzMnQoUNTr169JMnXX3+dM888M2+++WbatWuXK6+8MptuummGDBmSGjVqJEm6d++eXXfdNdddd12uvfba/OhHP5ovRG/btm3GjBmTWbNmpXbt2nnuueey7bbbZpNNNskmm2ySJNloo40K47N/8MEHOeqoo3L88ccX1rPJJpukV69eGTVqVH7yk58st9cMAAAAgFWbM9GBxXLyySfnueeey5VXXpkDDjgg9erVyyOPPFK4sei3bbHFFoUAPUnhJp8zZszI9OnT8/rrr2fPPfcsBOhJsu6666Znz5558cUXk3xz9vt7772XiRMnZvr06Xnttdfym9/8JuXl5RkzZkwqKyvzj3/8Iz169Cja57POOiunnXZavvjii4wePToPPfRQhg0bliQpLy9fVi8NAAAAAKshZ6IDi2299dbL3nvvnb333jtJ8p///Cenn356Lr/88vz0pz9Nw4YNkyR169atslxp6Td/t6uoqMiXX36ZysrKNG7ceL71N27cOF9++WWSpFu3bqldu3b+9a9/pXHjxllrrbWy8847p0WLFnnxxRezzjrrZPLkyenZs2fR/v73v/9N//798/zzz2ettdZKy5Yt07p16yQpDEcDAAAAAAviTHRgkXzyySfp3r177rvvvvmmbb311vntb3+b8vLyfPDBB4u0vvr166ekpCSTJ0+eb9qkSZPSoEGDJN8E8V26dMnzzz+fF154Idtuu21q1qyZrl275sUXX8yzzz6bTTfdNC1btlzg81RUVOSYY47JlClTcv/992f06NF5+OGHc8wxxyz6xgMAAACwxhKiA4ukcePGqVmzZn7/+99n1qxZ800fP358ateunU033XSR1rf22munXbt2efzxxws3Gk2SL7/8Ms8880w6depUaOvRo0dGjhyZl19+OV27dk2SbL/99hk9enSeeuqphZ6F/vnnn+fdd9/NAQcckPbt26dmzW8uwHn22WeTfBOyAwAAAEAxhnMBFkmNGjVy/vnnp3fv3vnZz36WQw89NJtvvnlmzJiRf/7znxk2bFhOPvnkrLfeeou8zj59+uSoo47KMccck0MOOSSzZ8/OkCFDUl5ent69exfm22mnnXLRRRfl008/zdlnn50k6dKlS2bNmpU33ngjp512WtHnaNSoUTbZZJMMGzYsG220UdZdd90899xzhfHbZ8yYsYSvCAAAAABrAmeiA4usR48euffee7PVVlvlxhtvzFFHHZVTTz01b775Zq6++urFHiKlW7duue222zJz5syceuqpOffcc7PhhhsWnmOe5s2bZ/PNNy+cvZ58c2b8Fltskfr166dz584LfZ7Bgwdnww03zFlnnZVTTjklY8aMyQ033JCWLVvm5ZdfXvwXAgAAAIA1Rkmlu+oBAAAAAMACORMdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAImpWdwdWZpMnf5nKyuruBQCsvJo0qV/dXQAAAIDlypnoAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIoToAAAAAABQhBAdAAAAAACKEKIDAAAAAEARQnQAAAAAAChCiA4AAAAAAEUI0QEAAAAAoAghOgAAAAAAFCFEBwAAAACAIlaKEL28vDx77713Ro4cmSQ566yz0qpVq/l+Dj/88MIynTt3nm/6119/nSSZNWtW+vXrl86dO6d79+659dZbq2W7AAAAAABYtdWs7g7MmjUrffr0ydtvv11oO/vss9OnT5/C4w8//DCHHXZYIUT/5JNP8uWXX+app55KnTp1CvOtvfbaSZLLLrssb7zxRu6444589NFHOfPMM9O0adPsscceK2irAAAAAABYHVRriP7OO++kT58+qaysrNJev3791K9fv/D4rLPOyh577JFddtklSTJu3Lg0adIkzZs3n2+d06dPz3333Zebb745bdu2Tdu2bfP2229n2LBhQnQAAAAAABZLtQ7n8uKLL6Zr164ZPnx40Xmef/75vPTSSzn11FMLbe+8804222yzBc4/duzYzJkzJ2VlZYW2Tp06ZcyYMamoqFh2nQcAAAAAYLVXrWeiH3LIId87z5AhQ7L//vtn4403LrSNGzcuM2bMyGGHHZZ33303bdq0Sb9+/bLZZptl0qRJadiwYWrVqlWYv3Hjxpk1a1amTp2a9ddff5H7V1KyeNsDAAAAAMDqpdrHRF+YDz74IC+88ELOPvvsKu3jx4/PtGnTcuqpp6ZevXq5+eabc+SRR+bPf/5zZsyYUSVAT1J4XF5evljP36hR/e+fCQAAAACA1dZKHaI/8cQTadOmTbbYYosq7UOHDs3s2bOzzjrrJEmuuOKK7LTTTvn73/+e2rVrzxeWz3v87ZuQLoopU77Md4ZrBwC+pXFjf3AGAABg9bZSh+jPPfdcfvzjH8/XXqtWrSpnm9euXTvNmjXLJ598km233Taff/555syZk5o1v9m8SZMmpU6dOll33XUX6/krKyNEBwAAAABYg1XrjUUXprKyMq+//nq23Xbb+dp32WWXPPDAA4W26dOn5/3330/Lli3Tpk2b1KxZM6NHjy5MHzVqVNq3b5/S0pV2cwEAAAAAWAmttGeif/jhh/n666/nG8qlpKQkPXr0yMCBA7PJJptk/fXXz7XXXpuNNtooO+20U2rUqJH99tsv559/fi655JJ8+umnufXWW3PppZdW05YAAAAAALCqWmlD9ClTpiRJ1ltvvfmmnX766alZs2b69OmTr776Kttvv32GDBmSGjVqJEn69u2b888/P0cccUTq1auXE088MbvtttsK7T8AAAAAAKu+kspKo34XM3myG4sCwMI0afL/tXenYVZVB963/wVYiKIBoUARHgZjwAGRUIJE7QARh8QoMdEWDdE4RqaYdgo4YILEPKKxVZxnxNioTYhid0z0MWboiIoCTjiAGAdQCkVFgRKq3g/pnNcKbgOIVgH3fV3nss7aZ++z9jnCh19t1nZjUQAAADZuFgkHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKBAg4jo1dXVOeiggzJ9+vTS2Pnnn5+uXbvWeUyaNKm0fdq0adl3333To0ePDBs2LG+99VZpW21tbS666KLsueee6d27dy688MLU1NR8rucEAAAAAMCGr0l9T2DFihU59dRT88ILL9QZnzt3bk499dR861vfKo01b948STJ79uycddZZ+clPfpJu3bpl3LhxGTVqVK655pokyU033ZRp06ZlwoQJWblyZU4//fS0atUqxx133Od3YgAAAAAAbPDq9Ur0F198MYcffnj++te/rrZt7ty52XnnnVNRUVF6NGvWLEkyadKkHHjggRk0aFC6deuWCy+8MA899FBeeeWVJMnEiRMzcuTIVFZWZs8998xpp52W22677XM9NwAAAAAANnz1GtEfeeSR9OnTJ5MnT64zvnTp0rzxxhvp1KnTx+43a9asVFZWlp5vt912adeuXWbNmpU33ngjCxYsyB577FHa3qtXr7z22mt58803P5PzAAAAAABg41Svy7kceeSRHzs+d+7clJWV5eqrr84f/vCHtGjRIt///vdLS7u8+eabadOmTZ19WrVqlYULF2bRokVJUmd769atkyQLFy5cbb9PUla2VqcDAAAAAMBGpt7XRP848+bNS1lZWbp06ZLvfve7efTRR3POOeekefPmGThwYJYvX57y8vI6+5SXl6e6ujrLly8vPf/otuRvNzBdG61abfUpzwQAAAAAgA1Zg4zogwYNSv/+/dOiRYskSbdu3TJ//vzcfvvtGThwYJo2bbpaEK+urk6zZs3qBPOmTZuWfk5SWlN9TS1e/F5qaz/lyQDARqx1a79wBgAAYOPWICN6WVlZKaD/XZcuXfLwww8nSdq2bZuqqqo626uqqlJRUZG2bdsmSRYtWpT27duXfk6SioqKtZpHbW1EdAAAAACATVi93li0yKWXXppjjjmmzticOXPSpUuXJEmPHj0yY8aM0rYFCxZkwYIF6dGjR9q2bZt27drV2T5jxoy0a9durdZDBwAAAACABnklev/+/XPttdfmhhtuyMCBA/OnP/0pU6dOzcSJE5MkgwcPzpAhQ7L77rune/fuGTduXPr165cOHTqUtl900UXZdtttkyQXX3xxjj322Ho7HwAAAAAANkxltbUNY8GSrl27ZuLEienTp0+S5P77789ll12W+fPnZ/vtt8+PfvSj7LfffqXXT5kyJZdddlneeeed7LXXXhk7dmxatmyZJFm1alUuvPDCTJkyJY0bN853vvOdnHrqqSkrK1urOVVVWRMdAD5JRYU10QEAANi4NZiI3hCJ6ADwyUR0AAAANnYNck10AAAAAABoCER0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKNAgInp1dXUOOuigTJ8+vTQ2c+bMHHHEEenZs2f233//3HnnnXX2Ofjgg9O1a9c6j+effz5JUltbm4suuih77rlnevfunQsvvDA1NTWf6zkBAAAAALDha1LfE1ixYkVOPfXUvPDCC6WxRYsW5YQTTsjgwYPz85//PE8//XRGjRqVioqK9OvXL6tWrcr8+fMzadKkdOrUqbRfy5YtkyQ33XRTpk2blgkTJmTlypU5/fTT06pVqxx33HGf9+kBAAAAALABq9eI/uKLL+bUU09NbW1tnfH7778/rVu3zr/9278lSTp16pTp06fnnnvuSb9+/fLqq6/mww8/zG677ZamTZuudtyJEydm5MiRqaysTJKcdtppufTSS0V0AAAAAADWSr0u5/LII4+kT58+mTx5cp3xffbZJxdccMFqr1+6dGmSv8X37bbb7mMD+htvvJEFCxZkjz32KI316tUrr732Wt588831fAYAAAAAAGzM6vVK9COPPPJjx9u3b5/27duXni9evDj33ntvRowYkSSZO3duNttss5x00kl56qmn0rlz55xxxhnZbbfdsmjRoiRJmzZtSvu3bt06SbJw4cI64wAAAAAA8EnqfU30f2b58uUZMWJEWrdunX/9139Nkrz00kt55513cthhh2XkyJG54447cvTRR+e//uu/snz58iRJeXl56Rh//7m6unqt3rusbD2dBAAAAAAAG6QGHdHff//9DB06NPPnz88vf/nLNGvWLEkyduzYLF++PM2bN0+SnHfeeXn88cfz61//Ol/5yleS/C2Y/325l7/H87/vv6ZatdpqfZ0KAAAAAAAboAYb0ZcuXZrjjz8+f/3rX3PLLbekU6dOpW1NmjQpBfQkKSsrS5cuXfLGG2+kbdu2SZJFixaVloT5+xIvFRUVazWHxYvfyz/c8xQA+IjWrf3CGQAAgI1bg4zoNTU1GT58eF599dXceuut2WGHHepsHzJkSPr06ZPhw4eXXv/cc8/lqKOOStu2bdOuXbvMmDGjFNFnzJiRdu3arfV66LW1EdEBAAAAADZhDTKi33XXXZk+fXquuuqqbL311qUryTfbbLO0aNEiAwYMyBVXXJGddtopnTt3zsSJE/Pee+/lW9/6VpJk8ODBueiii7LtttsmSS6++OIce+yx9XY+AAAAAABsmBpkRL/vvvtSU1OTk046qc547969c+utt+aYY47JihUrcv7556eqqio9evTITTfdVFri5bjjjsvixYszfPjwNG7cON/5zndyzDHH1MOZAAAAAACwISurrbVgSZGqKmuiA8AnqaiwJjoAAAAbt0b1PQEAAAAAAGioRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAosE4R/Xvf+17efffd1cbfeuutHHrooZ96UgAAAAAA0BA0WdMX/uEPf8js2bOTJI8++miuvvrqbLHFFnVe8/LLL+e1115b60lUV1fn0EMPzTnnnJM+ffokSV555ZWcc845mTlzZtq1a5fRo0dn7733Lu3zP//zP/nZz36WV155JT169Mi4cePSoUOH0vabb745N9xwQ5YuXZoDDzww55xzTpo1a7bWcwMAAAAAYNO1xleid+7cOY888kimT5+e2traPP7445k+fXrp8cgjj+S9997LuHHj1moCK1asyL/927/lhRdeKI3V1tZm2LBhad26df7zP/8zhxxySIYPH57XX389SfL6669n2LBhOfTQQ3PXXXdlm222ydChQ1NbW5skue+++zJhwoT89Kc/zS233JJZs2Zl/PjxazUvAAAAAAAoq/17eV4Lo0aNyllnnZXmzZt/qjd/8cUXc+qpp6a2tjbPPfdcJk6cmD59+uQvf/lLhg4dmj//+c+lq92POeaY9OrVKyNGjMill16axx57LLfeemuSZNmyZdlrr71y1VVXpU+fPjnqqKOy5557ZsSIEUmSxx57LMcdd1wefvjhtboavarqvaz9pwMAm46Kiq3qewoAAADwmVqnNdEvuOCCNG/ePIsWLcqCBQvy+uuv13msqUceeSR9+vTJ5MmT64zPmjUrO++8c53lYnr16pWZM2eWtldWVpa2NWvWLLvssktmzpyZVatW5cknn6yzfffdd8+HH36YOXPmrMvpAgAAAACwiVrjNdE/6s9//nPOOeecLFiwIMnfll8pKysr/ffZZ59do+MceeSRHzu+aNGitGnTps5Yq1atsnDhwn+6/d13382KFSvqbG/SpElatGhR2h8AAAAAANbEOkX0n/70p9ltt91y1VVXfeolXT7OsmXLUl5eXmesvLw81dXV/3T78uXLS8+L9l9TZWVrO3MAAAAAADYm6xTRFy5cmOuvvz4dOnRY3/NJkjRt2jRLliypM1ZdXZ3NN9+8tP0fg3h1dXW23nrrNG3atPT8H7evzXroSdKqlXVeAQAAAAA2ZesU0SsrKzNjxozPLKK3bds2L774Yp2xqqqq0hItbdu2TVVV1Wrbd9ppp7Ro0SJNmzZNVVVVdthhhyTJypUrs2TJklRUVKzVPBYvdmNRAPgkrVv7hTMAAAAbt3WK6HvssUd+8pOf5Pe//306duyYzTbbrM724cOHf6pJ9ejRI9dee22WL19euvp8xowZ6dWrV2n7jBkzSq9ftmxZnnnmmQwfPjyNGjVK9+7dM2PGjPTp0ydJMnPmzDRp0iTdunVbq3nU1kZEBwAAAADYhK3zjUV33XXXLF68OIsXL66zrWw9LCTeu3fvbLfddhk1alSGDh2aBx98MLNnz84FF1yQJPn2t7+dG264Iddee2369++fK664Iu3bty9F8yOPPDLnnntuvvSlL6VNmzY577zzcvjhh6/1ci4AAAAAAGzaymprG8a11l27ds3EiRNLIfzll1/OWWedlVmzZqVjx44ZPXp0vvKVr5Re/9BDD+VnP/tZFi5cmJ49e2bs2LF1lpe59tprc/PNN6e6ujr77bdfxowZU1ovfU1VVVnOBQA+SUWF5VwAAADYuK1TRJ86deonbh80aNA6TqdhEdEB4JOJ6AAAAGzs1mk5l8suu6zO81WrVmXx4sVp0qRJdtttt40mogMAAAAAsGlbp4j+//7f/1tt7P3338+5556brl27fupJAQAAAABAQ7Be10SfP39+Bg8enL/85S/r65D1ynIuAPDJLOcCAADAxq7R+jzYnDlzUlNTsz4PCQAAAAAA9WadlnMZMmRIysrK6oy9//77ee6553LMMcesj3kBAAAAAEC9W6eI3qdPn9XGysvLc9ppp6Vv376felIAAAAAANAQfOo10ZcuXZpVq1blC1/4wvqaU4NhTXQA+GTWRAcAAGBjt05XoifJLbfckuuvvz5VVVVJkm222SaDBw/O8OHD19vkAAAAAACgPq1TRL/iiisyadKk/PCHP0zPnj1TU1OTxx9/PBMmTEh5eXlOPPHE9T1PAAAAAAD43K3Tci5f/epXM2bMmAwYMKDO+P33359x48blwQcfXG8TrE+WcwGAT2Y5FwAAADZ2jdZlp6VLl6ZTp06rjXfu3DlvvfXWp50TAAAAAAA0COsU0Xv27Jkbb7wxNTU1pbFVq1blhhtuyG677bbeJgcAAAAAAPVpnZZzmTt3bo466qhsscUW2WWXXZIkTz/9dKqrq3P99denW7du632i9cFyLgDwySznAgAAwMZunW4susMOO2T06NFZsmRJ5s2bl6ZNm+bBBx/MZZddttEEdAAAAAAAWKflXG699dacd9552WqrrXLeeedl1KhRGTJkSE477bTccccd63uOAAAAAABQL9ZpOZcBAwbknHPOSf/+/euMP/DAA7ngggty//33r7cJ1ifLuQDAJ7OcCwAAABu7dboS/e23387/+T//Z7Xxzp07p6qq6lNPCgAAAAAAGoJ1iui9evXK5ZdfnmXLlpXGVqxYkauvvjo9e/Zcb5MDAAAAAID6tE7Lufz1r3/Nsccem7fffjudOnUqjbVu3TpXXnllOnfuvL7nWS8s5wIAn8xyLgAAAGzs1imiJ0l1dXX++Mc/Zv78+WnSpEk6deqUvffeO40bN17fc6w3IjoAfDIRHQAAgI3dOkf0TYGIDgCfTEQHAABgY7dOa6IDAAAAAMCmQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKNBgI/qUKVPStWvX1R7dunVLkpx88smrbXvwwQdL+998883ZZ5990rNnz4wePTrLli2rr1MBAAAAAGAD1aS+J1Dk61//evbZZ5/S85UrV+boo49Ov379kiRz587N+PHj07dv39JrvvCFLyRJ7rvvvkyYMCHjx49Pq1atMmrUqIwfPz7nnnvu53oOAAAAAABs2Mpqa2tr63sSa+Kaa67JXXfdlXvvvTdJsvvuu+fee+9N586dV3vtUUcdlT333DMjRoxIkjz22GM57rjj8vDDD6dZs2Zr/J5VVe9lw/h0AKB+VFRsVd9TAAAAgM9Ug13O5aOWLFmS6667LqeeemrKy8szb968lJWVpUOHDqu9dtWqVXnyySdTWVlZGtt9993z4YcfZs6cOZ/ntAEAAAAA2MA12OVcPur2229PmzZtcsABByRJ5s2bl+bNm+eMM87II488km233TYjRozIV7/61bz77rtZsWJF2rRpU9q/SZMmadGiRRYuXLhW71tWtl5PAwAAAACADUyDj+i1tbW58847c/zxx5fG5s2bl+XLl2fvvffOiSeemN/97nc5+eSTM3ny5LRu3TpJUl5eXuc45eXlqa6uXqv3btXKP1EHAAAAANiUNfiI/uSTT+aNN97IN77xjdLY0KFDM2TIkNKNRLt165ann346d9xxR370ox8lyWrBvLq6eq3WQ0+SxYutiQ4An6R1a79wBgAAYOPW4CP6H//4x1RWVpaCeZI0atSozvMk6dKlS1588cW0aNEiTZs2TVVVVXbYYYckycqVK7NkyZJUVFSs1XvX1kZEBwAAAADYhDX4G4vOnj07X/7yl+uM/fjHP86oUaPqjM2ZMyddunRJo0aN0r1798yYMaO0bebMmWnSpEm6dev2ucwZAAAAAICNQ4OP6C+88EK++MUv1hkbMGBA7rnnnkydOjUvv/xyJkyYkBkzZuS73/1ukuTII4/MDTfckPvvvz+zZ8/Oeeedl8MPP3ytl3MBAAAAAGDT1uCXc6mqqsrWW29dZ2y//fbLmDFjctVVV+X111/PjjvumOuvvz7t27dPknzjG9/Ia6+9lnPPPTfV1dXZb7/9cvrpp9fH9AEAAAAA2ICV1dZa9btIVZUbiwLAJ6mocGNRAAAANm4NfjkXAAAAAACoLyI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACgQIOO6L/73e/StWvXOo+RI0cmSZ555pkcdthh6dGjR7797W/nqaeeqrPvtGnTsu+++6ZHjx4ZNmxY3nrrrfo4BQAAAAAANmANOqK/+OKL6d+/f/70pz+VHueff34++OCDnHjiiamsrMyUKVPSs2fPnHTSSfnggw+SJLNnz85ZZ52V4cOHZ/LkyXn33XczatSoej4bAAAAAAA2NA06os+dOzdf+tKXUlFRUXpsvfXW+a//+q80bdo0Z5xxRnbYYYecddZZ2XLLLfOb3/wmSTJp0qQceOCBGTRoULp165YLL7wwDz30UF555ZV6PiMAAAAAADYkDT6id+rUabXxWbNmpVevXikrK0uSlJWV5ctf/nJmzpxZ2l5ZWVl6/XbbbZd27dpl1qxZn8e0AQAAAADYSDSp7wkUqa2tzUsvvZQ//elPueaaa7Jq1aoccMABGTlyZBYtWpQvfvGLdV7fqlWrvPDCC0mSN998M23atFlt+8KFC9dqDv/b6AEAAAAA2EQ12Ij++uuvZ9myZSkvL8+///u/59VXX83555+f5cuXl8Y/qry8PNXV1UmS5cuXf+L2NdWq1Vaf7iQAAAAAANigNdiIvv3222f69On5whe+kLKysuy0006pqanJ6aefnt69e68WxKurq7P55psnSZo2bfqx25s1a7ZWc1i8+L3U1n668wCAjVnr1n7hDAAAwMatwUb0JGnRokWd5zvssENWrFiRioqKVFVV1dlWVVVVWsKlbdu2H7u9oqJird6/tjYiOgAAAADAJqzB3lj0j3/8Y/r06ZNly5aVxp599tm0aNEivXr1yhNPPJHa/y3ctbW1efzxx9OjR48kSY8ePTJjxozSfgsWLMiCBQtK2wEAAAAAYE002Ijes2fPNG3aNGeffXbmzZuXhx56KBdeeGGOP/74HHDAAXn33Xczbty4vPjiixk3blyWLVuWAw88MEkyePDg/PrXv86dd96ZOXPm5Iwzzki/fv3SoUOHej4rAAAAAAA2JGW1tQ13wZIXXnghP/vZzzJz5sxsueWWOeKIIzJs2LCUlZVl9uzZGTNmTObOnZuuXbvmJz/5SXbeeefSvlOmTMlll12Wd955J3vttVfGjh2bli1brtX7V1VZEx0APklFhTXRAQAA2Lg16Ihe30R0APhkIjoAAAAbuwa7nAsAAAAAANQ3ER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKNOiI/sYbb2TkyJHp3bt39tlnn1xwwQVZsWJFkuT8889P165d6zwmTZpU2nfatGnZd99906NHjwwbNixvvfVWfZ0GAAAAAAAbqLLa2tra+p7Ex6mtrc0RRxyRrbfeOmeccUbeeeedjB49Ol/72tdy5pln5vvf/3769u2bb33rW6V9mjdvnmbNmmX27NkZMmRIfvKTn6Rbt24ZN25ctthii1xzzTVrNYeqqvfSMD8dAGgYKiq2qu8pAAAAwGeqwV6JPm/evMycOTMXXHBBdtxxx1RWVmbkyJGZNm1akmTu3LnZeeedU1FRUXo0a9YsSTJp0qQceOCBGTRoULp165YLL7wwDz30UF555ZX6PCUAAAAAADYwDTaiV1RU5Prrr0/r1q3rjC9dujRLly7NG2+8kU6dOn3svrNmzUplZWXp+XbbbZd27dpl1qxZn+WUAQAAAADYyDTYiL711ltnn332KT2vqanJpEmTsueee2bu3LkpKyvL1VdfnX/5l3/JwQcfnF/96lel17755ptp06ZNneO1atUqCxcu/NzmDwAAAADAhq9JfU9gTY0fPz7PPPNM7rrrrjz99NMpKytLly5d8t3vfjePPvpozjnnnDRv3jwDBw7M8uXLU15eXmf/8vLyVFdXr9V7lpWtzzMAAAAAAGBDs0FE9PHjx+eWW27JJZdcki996UvZcccd079//7Ro0SJJ0q1bt8yfPz+33357Bg4cmKZNm64WzKurq0trpq+pVq3cLA0AAAAAYFPW4CP62LFjc/vtt2f8+PHZf//9kyRlZWWlgP53Xbp0ycMPP5wkadu2baqqqupsr6qqSkVFxVq99+LF76W2dt3nDgAbu9at/cIZAACAjVuDjugTJkzIf/zHf+QXv/hFDjjggNL4pZdemieeeCI333xzaWzOnDnp0qVLkqRHjx6ZMWNGDj300CTJggULsmDBgvTo0WOt3r+2NiI6AAAAAMAmrMHeWHTu3Lm58sorc8IJJ6RXr15ZtGhR6dG/f/88+uijueGGG/LXv/41v/zlLzN16tQce+yxSZLBgwfn17/+de68887MmTMnZ5xxRvr165cOHTrU81kBAAAAALAhKautbZjXWl977bW5+OKLP3bbc889l/vvvz+XXXZZ5s+fn+233z4/+tGPst9++5VeM2XKlFx22WV55513stdee2Xs2LFp2bLlWs2hqspyLgDwSSoqLOcCAADAxq3BRvSGQEQHgE8mogMAALCxa7DLuQAAAAAAQH0T0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI6AAAAAAAUENEBAAAAAKCAiA4AAAAAAAVEdAAAAAAAKCCiAwAAAABAAREdAAAAAAAKiOgAAAAAAFBARAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUKBJfU8AAP6ZRo3K0qhRWX1PY5NRU1Obmpra+p4GAAAANAgiOgANWqNGZWnZolkaNW5c31PZZNSsWpW3lywT0gEAACAiOgANXKNGZWnUuHGeHTs2H7z8cn1PZ6O3RceO2emcc9KoUZmIDgAAABHRAdhAfPDyy1n6/Av1PQ0AAABgE7PR3lh0xYoVGT16dCorK7P33nvnxhtvrO8pAQAAAACwgdlor0S/8MIL89RTT+WWW27J66+/njPPPDPt2rXLAQccUN9TAwAAAABgA7FRRvQPPvggd955Z6677rrssssu2WWXU4Su8wAAE2xJREFUXfLCCy/ktttuE9EBAAAAAFhjG2VEnzNnTlauXJmePXuWxnr16pWrr746NTU1adRoo13FBviIRo3K0qhRWX1PY5NRU1PrRpQAAADARmejjOiLFi1Ky5YtU15eXhpr3bp1VqxYkSVLlmSbbbZZ7+8p1n2+xDr+mUaNytKiZbM0btS4vqeyyVhVsypL3l7mzyYAAACwUdkoI/qyZcvqBPQkpefV1dVrfJxGjZLaNWhBZWVl+cIXtkjjxq5w/7ysWlWTd975ILVr8gWtpbKyspSV+YXI56W2tvYz+R4bNSpL40aNc9tjt+WNpW+s9+NTV9vmbXNU5VH/+8vEzyaiN99xxzTafPPP5Nj8/7bo0KH0s3+4BQAAABtpRG/atOlqsfzvzzdfiwCzzTZbrdd5sf40btwo22zTvL6nwQbgqMqj6nsKm5SWLbf8zI7d9cwzP7Njs7rP8rsEAACADclGeY1Z27Zt8/bbb2flypWlsUWLFmXzzTfP1ltvXY8zAwAAAABgQ7JRRvSddtopTZo0ycyZM0tjM2bMSPfu3d1UFAAAAACANbZRFuVmzZpl0KBBOe+88zJ79uzcf//9ufHGG/O9732vvqcGAAAAAMAGpKz2s7ijXwOwbNmynHfeefntb3+b5s2b57jjjssxxxxT39MCAAAAAGADstFGdAAAAAAA+LQ2yuVcAAAAAABgfRDRAQAAAACggIgOAAAAAAAFRPQN0IcffpjLL788X/va17LrrrumX79+ueCCC7J06dJ1Ot6Pf/zj/PjHP17Ps+Sj1vd3xoZpwIAB6dq162qPwYMH/9N9u3btmunTp5eOM2XKlM96upukE088MaNGjaozNm3atHTt2jWXX355nfErr7wyhxxySJ3v5p959tln8/jjj6+3+QIAAACfvSb1PQHW3kUXXZT/+Z//yfnnn58OHTrklVdeybhx4/Lyyy/n6quvXuvjnXXWWZ/BLPmo9f2dseEaPXp0vv71r9cZ22yzzeppNvyjysrK3H333XXGpk+fnjZt2mT69OkZMWJEaXzmzJnp3bt3rr/++nzhC19Yo+MPGzYsw4cPz5e//OX1Om8AAADgs+NK9A3Qr371q/zwhz9M37590759+/Tt2zfnnXdeHnzwwbz55ptrfbytttoqW2211WcwU/5ufX9nbLi22mqrVFRU1Hm0aNGivqfF/+rVq1fmzp2b999/vzQ2ffr0HHfccZk5c2aWL19eGp81a1Z69+6dioqKlJeX18d0AQAAgM+BiL4BKisry8MPP5yamprSWM+ePXPvvfemZcuWGTBgQG6++eZ885vfzO67754TTzwxixYtSvK3GDRgwICMGTMmvXr1yrXXXltnOZfLL788p556asaMGZMvf/nL6du3b6677rrS+9TU1OSiiy5Knz590qdPn1x55ZUZOHDgGi9lsKlak+/so8tzTJ8+PV27dk2SvPrqq+natWt+//vfZ8CAAenZs2fOP//8PP/88zn00EOz++6756STTiotDfPjH/8448ePzymnnJIePXrk61//ep555plccsklqayszL/8y7/kv//7v0vvtWDBgvzgBz9Ijx49MmDAgEyYMCGrVq1KkkyZMiVHHHFEhg0bll69eq12hS7rz9KlSzNq1Kj07ds3u+66aw444IDcf//99T2tTU737t2z2Wab5emnn06SLFy4MK+//noOO+ywbLXVVqWlWF566aW88847qaysXG2pndtuuy2HH354unfvnkMOOSRPPfVUkmTIkCF57bXXMmrUqNLfuc8//3yGDBmS3XbbLfvvv39uu+220lwuv/zyDB06NEcddVR69+6dRx555PP8KAAAAID/JaJvgL73ve/l1ltvLcXw++67L8uXL88Xv/jF0rIQl19+eY4//vhMnjw5y5Ytq7MEwWuvvZbq6upMmTIlBx100GrHv++++9K0adP86le/ynHHHZeLLrooL730UpLkmmuuydSpU3PxxRfnpptuyu9///u88sorn8+Jb8DW5Dv7Z6699tpceeWVGTt2bG699dYMHz48p556am644YbMnDkzd911V+m1t9xyS3r37p277747LVq0yNFHH53Fixdn8uTJpTnU1NSktrY2w4cPT6tWrfKrX/0qF1xwQe655546S8w88cQT+eIXv5g77rgje++993r/bPibcePG5aWXXsqNN96YadOmpbKyMmeddVaqq6vre2qblPLy8vTo0SOzZ89Okjz88MPZdddds+WWW2aPPfYoxfKZM2dmxx13TMuWLVc7xuWXX54TTzwxd999d7baaqucf/75pfFtt902o0ePzllnnZXly5fnhBNOKP2C6swzz8yVV16ZqVOnlo71wAMP5KCDDsott9yS3Xbb7bP/AAAAAIDViOgboGHDhmX8+PHZdtttc8cdd2TkyJHZZ5998p//+Z+l13z7298u3fDuZz/7WZ544ok8//zzpe3HH398OnbsmHbt2q12/BYtWuTMM89Mx44dc/zxx6dFixalKyl/+ctf5pRTTsnee++dnXfeOT//+c9TW1v72Z/0Bm5NvrN/ZujQoenWrVsOOuigtGrVKt/4xjey1157pVevXunbt2/mzZtXeu2uu+6aI488Mh07dsxBBx2UZcuW5eyzz84OO+yQIUOG5J133klVVVUefvjhvP766xk7dmy6dOmSPn365Mwzz8zEiRNLxyorK8vJJ5+cHXbYIdtss816/Vw2RWPGjEnPnj3rPD744IPsscce+elPf5qddtopnTp1yrHHHpslS5Zk8eLF9T3lTU5lZWUpok+fPj19+vRJkvTu3btORO/du/fH7v+tb30r++67bzp37pzvf//7pb8/W7RokcaNG5eW0LrnnnvSqlWrnHLKKenUqVMGDBiQH/zgB3X+/LVu3TqDBw/OTjvtlM033/yzPG0AAACggBuLbqAOPvjgHHzwwXn77bfzpz/9KZMmTcpZZ51VWgLkozet69ChQ1q0aJG5c+eWImj79u0Lj92+ffs0bty49HzLLbfMypUr89Zbb+XNN99M9+7dS9u6dOmyxjfU29T9s+/sn+nQoUPp58033zzbb799necfvWL5o9/v5ptvntatW5cCXNOmTZMk1dXVmTt3bpYsWZJevXqVXl9TU5Ply5fn7bffTpK0atVKvFuPRo4cmf3226/OWLNmzTJo0KDcf//9ueOOOzJv3rzSciJ/X1qHz09lZWXpavDp06dn7NixSf4W0X/+85+nuro6M2fOzMknn/yx+3fq1Kn0c/PmzfPhhx9+7OvmzZuXOXPmpGfPnqWxVatW1fn796N/zgEAAID6IaJvYObMmZOpU6eW1tNt2bJlvvnNb2b//ffPfvvtl4cffjhJ0qRJ3a921apVadTo//+HB38PqR/n45YXqa2tLR3zH688dyX6J1vT7+yjPi6cfjSsJanzff6jf/z+i167cuXKdOnSJVdeeeVq2/5+s9lP+n+FtdeqVat07NhxtfHTTz89TzzxRA455JAMHjw4FRUV+dd//dd6mCE9e/bMm2++mSeffDJvvvlm6ZeSO+64Y7baaqs8+uijefHFFwuvRF/TJZpWrlyZvn375txzzy18jT9/AAAAUP8s57KBWbVqVW666aY888wzdcbLy8uz+eabl640nzNnTmnbyy+/nPfee2+Nr3gusvXWW6dNmzalK2ST5JVXXsm77777qY67sVuT72yzzTbL+++/X9r2ea0z37lz57z++uvZZptt0rFjx3Ts2DGvvvpqLrvsspSVlX0uc+BvNxWdNm1aLrnkkowcOTIDBw7MO++8k8QvqerDFltskZ122imTJ09O9+7d06xZsyR/W9pojz32yJQpU9KpU6dPvbxR586d89JLL6V9+/alP38zZ87Mrbfeuj5OAwAAAFhPRPQNzC677JJ+/fpl6NChueeee/Lqq69m5syZGTNmTKqrq0vLREycODEPPPBA5syZk9GjR2evvfaqs8TAuhoyZEguu+yy/OUvf8mcOXMyatSoJBFcP8GafGfdu3fPXXfdleeffz7Tp0/PjTfe+LnMbe+9987222+f008/Pc8991wee+yxnHPOOWnWrNlqV77z2SkvL0+zZs3y29/+Nq+++mr++Mc/5qc//WmSuLFoPdljjz1y7733rna1ee/evfPAAw9kjz32WKfjbrHFFpk3b16WLFmSgw8+OMuXL8+5556buXPn5qGHHsq4cePSqlWr9XEKAAAAwHoiom+A/v3f/z2HHHJIJkyYkAMPPDAnnXRSli5dmkmTJqV58+ZJ/nZju1/84helZSEuueSS9fLexx57bAYOHJgRI0bk6KOPTv/+/VNWVrbGyxdsqv7Zd3bKKadk6623zqGHHppx48blhz/84ecyr8aNG+eqq65KTU1NDj/88IwYMSJf/epXc/bZZ38u78/flJeXZ/z48bnvvvvyjW98Iz//+c9z8sknp6KiIs8++2x9T2+T1KtXr3zwwQelm4r+Xe/evbNs2bLCpVz+mcGDB+e2227L2WefnebNm+e6667L/PnzM2jQoJx99tk56qijctJJJ62PUwAAAADWk7JaawVsdAYMGJDhw4fn0EMPXe/H/sMf/pBdd921tIzBW2+9lb59++aBBx74xJuVAgAAAABsiNxYlLUyefLk/PKXv8xpp52WsrKyXHrppenevbuADgAAAABslCznwlo599xz06hRoxxxxBE5/PDDU1NTkyuuuKK+pwUAAAAA8JmwnAsAAAAAABRwJToAAAAAABQQ0QEAAAAAoICIDgAAAAAABUR0AAAAAAAoIKIDAAAAAEABER0AAAAAAAqI6AAAAAAAUEBEBwAAAACAAiI68JmYOHFi+vfvn+7du+fQQw/NY489liR5/vnnM2TIkOy2227Zf//9c9ttt5X2qa2tzdVXX50BAwZk1113zd57750JEyaUts+ZMydHHHFEevTokX322afOthUrVmT8+PH56le/mt133z0/+MEPsmDBgiTJq6++mq5du+a3v/1t9t1333Tv3j0nnXRSlixZ8vl8GAAAAABssER0YL175plncuGFF2bMmDH57//+71RWVuaUU07JBx98kBNOOCG9evXK3XffnTPPPDNXXnllpk6dmiSZOnVqbrnllowbNy6/+c1vMmzYsFx++eV5+umnkyRnnHFGdtppp0ybNi3jxo3L9ddfn4ceeihJMmbMmPzud7/L//2//zf/8R//kZUrV2bo0KGpqakpzevqq6/OL37xi0yaNClPPvlkbrrpps/9swEAAABgw9KkvicAbHxee+21lJWVpV27dmnfvn1OOeWU9O/fP3fffXdatWqVU045JUnSqVOnvPbaa5k4cWIGDRqU7bbbLhdccEH69u2bJBk8eHCuuOKKvPDCC9lll13y2muv5Wtf+1q23377dOjQITfddFPat2+fd955J7/+9a9z3XXXZc8990ySXHTRRenXr1/+/Oc/p3PnzkmSkSNHZrfddkuSfPOb38yTTz75+X84AAAAAGxQRHRgvdt7773zpS99Kd/85jez884752tf+1oOO+yw/OEPf8icOXPSs2fP0mtXrVqVxo0bJ0n23HPPzJo1KxdffHHmzp2bZ599NosWLSpdTX7SSSflF7/4RSZPnpx+/frlkEMOSUVFRWbNmpWampr06NGjdNwWLVqkc+fOmTt3bimid+zYsbS9efPm+fDDDz+PjwMAAACADZjlXID1rlmzZrnzzjtzyy23pHfv3pkyZUoOPfTQvPfee+nbt2+mTp1aetxzzz2l5VzuvPPOHHPMMVmxYkX222+/3Hzzzdl2221Lxz3xxBPzu9/9LieccEJeeeWVHH300bnzzjvTtGnTj53HqlWr6iznstlmm32m5w0AAADAxkdEB9a7J554Itdcc0323HPPjBo1Kr/5zW+yYsWKbLvttnnppZfSvn37dOzYMR07dszMmTNz6623Jkluv/32DBs2LKNHj86gQYPSsmXLLF68OLW1tVmxYkXOP//8lJeX5/vf/35uvfXWHH744bnvvvvSoUOHNGnSJDNnzizN4e23387LL79cugodAAAAANaFiA6sd5tvvnmuuOKK3HnnnXn11Vdz77335oMPPsjAgQOzfPnynHvuuZk7d24eeuihjBs3Lq1atUqStGzZMn/5y1/y0ksv5amnnsqPfvSjfPjhh6murk7Tpk3z+OOPZ+zYsZk3b16efPLJPPbYY9l5552z5ZZb5rDDDsvYsWMzffr0zJkzJ6effnq23Xbb7LXXXvX8aQAAAACwIRPRgfVup512yrhx43L99dfnwAMPzNVXX53x48ena9euue666zJ//vwMGjQoZ599do466qicdNJJSZLRo0dn6dKlOeSQQzJixIh07do1AwcOzLPPPpskueSSS7Js2bJ85zvfyXHHHZfKysoMHTo0SXLmmWfmK1/5SkaOHJnBgwenadOmufnmm1NeXl5vnwMAAAAAG76y2tra2vqeBAAAAAAANESuRAcAAAAAgAIiOgAAAAAAFBDRAQAAAACggIgOAAAAAAAFRHQAAAAAACggogMAAAAAQAERHQAAAAAACojoAAAAAABQQEQHAAAAAIACIjoAAAAAABQQ0QEAAAAAoICIDgAAAAAABf4/jygxkSqCZjwAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1500x1500 with 7 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# with catplot\n",
+    "ax = sns.catplot(data=df, x='season', col='weather_code', kind='count', col_wrap=3)\n",
+    "i=0\n",
+    "# Set the titles for each plot\n",
+    "plt.subplots_adjust(top=0.85, hspace = 0.2 ) \n",
+    "plt.suptitle('Weather Code Distribution by Seasons', fontsize=16)\n",
+    "for axx in ax.axes.flat:\n",
+    "        title = list(weather_list.values())[:-1][i]\n",
+    "        axx.set_title(title)\n",
+    "        axx.set_xticklabels(season_list.values(), rotation=0)\n",
+    "        i=i+1\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "collapsed_sections": [],
+   "name": "Data Visualisation (Seaborn-Matplotlib).ipynb",
+   "provenance": [],
+   "toc_visible": true
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {
+    "height": "calc(100% - 180px)",
+    "left": "10px",
+    "top": "150px",
+    "width": "165px"
+   },
+   "toc_section_display": true,
+   "toc_window_display": true
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/store_sharing.csv b/store_sharing.csv
new file mode 100644
index 0000000..572dd77
--- /dev/null
+++ b/store_sharing.csv
@@ -0,0 +1,17415 @@
+timestamp,cnt,t1,t2,hum,wind_speed,weather_code,is_holiday,is_weekend,season
+2015-01-04 00:00:00,182,3.0,2.0,93.0,6.0,3.0,0.0,1.0,3.0
+2015-01-04 01:00:00,138,3.0,2.5,93.0,5.0,1.0,0.0,1.0,3.0
+2015-01-04 02:00:00,134,2.5,2.5,96.5,0.0,1.0,0.0,1.0,3.0
+2015-01-04 03:00:00,72,2.0,2.0,100.0,0.0,1.0,0.0,1.0,3.0
+2015-01-04 04:00:00,47,2.0,0.0,93.0,6.5,1.0,0.0,1.0,3.0
+2015-01-04 05:00:00,46,2.0,2.0,93.0,4.0,1.0,0.0,1.0,3.0
+2015-01-04 06:00:00,51,1.0,-1.0,100.0,7.0,4.0,0.0,1.0,3.0
+2015-01-04 07:00:00,75,1.0,-1.0,100.0,7.0,4.0,0.0,1.0,3.0
+2015-01-04 08:00:00,131,1.5,-1.0,96.5,8.0,4.0,0.0,1.0,3.0
+2015-01-04 09:00:00,301,2.0,-0.5,100.0,9.0,3.0,0.0,1.0,3.0
+2015-01-04 10:00:00,528,3.0,-0.5,93.0,12.0,3.0,0.0,1.0,3.0
+2015-01-04 11:00:00,727,2.0,-1.5,100.0,12.0,3.0,0.0,1.0,3.0
+2015-01-04 12:00:00,862,2.0,-1.5,96.5,13.0,4.0,0.0,1.0,3.0
+2015-01-04 13:00:00,916,3.0,-0.5,87.0,15.0,3.0,0.0,1.0,3.0
+2015-01-04 14:00:00,1039,2.5,0.0,90.0,8.0,3.0,0.0,1.0,3.0
+2015-01-04 15:00:00,869,2.0,-1.5,93.0,11.0,3.0,0.0,1.0,3.0
+2015-01-04 16:00:00,737,3.0,0.0,93.0,12.0,3.0,0.0,1.0,3.0
+2015-01-04 17:00:00,594,3.0,0.0,93.0,11.0,3.0,0.0,1.0,3.0
+2015-01-04 18:00:00,522,3.0,1.5,93.0,6.5,3.0,0.0,1.0,3.0
+2015-01-04 19:00:00,379,3.0,1.0,93.0,7.0,3.0,0.0,1.0,3.0
+2015-01-04 20:00:00,328,3.0,3.0,93.0,4.0,3.0,0.0,1.0,3.0
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